diff --git a/dtw.ipynb b/dtw.ipynb index 379cd06..728cbe9 100644 --- a/dtw.ipynb +++ b/dtw.ipynb @@ -43,10 +43,12 @@ "metadata": {}, "outputs": [], "source": [ + "%pip install matplotlib numpy scipy\n", "from matplotlib.patches import ConnectionPatch\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import scipy.spatial.distance as dist" + "import scipy.spatial.distance as dist\n", + "from collections import deque" ] }, { @@ -101,7 +103,7 @@ " # Traceback from bottom right\n", " i = N - 1\n", " j = M - 1\n", - " path = [(i, j)]\n", + " path = deque([(i, j)])\n", " while i > 0 or j > 0:\n", " tb_type = traceback_mat[i, j]\n", " if tb_type == 0:\n", @@ -118,7 +120,7 @@ "\n", " # Strip infinity edges from cost_mat before returning\n", " cost_mat = cost_mat[1:, 1:]\n", - " return (path[::-1], cost_mat)" + " return (list(reversed(path)), cost_mat)" ] }, { @@ -142,14 +144,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -173,7 +173,7 @@ "# Distance matrix\n", "N = x.shape[0]\n", "M = y.shape[0]\n", - "dist_mat = np.zeros((N, M))\n", + "dist_mat = np.empty((N, M))\n", "for i in range(N):\n", " for j in range(M):\n", " dist_mat[i, j] = abs(x[i] - y[j])" @@ -194,14 +194,12 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAACwCAYAAAAWhjU/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAAS+0lEQVR4nO3df5wcdX3H8debEMgdhEBICAQMAfnRIg8i9Cq01j7OgogUC308lIrKg1prHtqHrSg+lKqUQ6xiayk8WpVGtKGosVZFaeoPKDagD4VHL0gOMGAwxnBeyC8MRC6BhHz6x87J9rKX272ZndmZfT8fj33c7sx3Zz5z99l3JrM7s4oIzMysfPYrugAzM5saB7iZWUk5wM3MSsoBbmZWUg5wM7OScoCbmZWUAxyQdJOkq4quoywkvULSo0XXYbYv3dCnlQ9wSesk7ZC0XdI2ST+Q9HZJv972iHh7RFzb5LLOaW/FxZIUkk7Y15iI+F5EnJxXTZYtSW+UNCjpV5I2SPqWpN9LucxcXxvu05rKB3jitRExEzgWuA54P/DZYksqJ0n7F12DTZ2k9wA3AB8F5gELgE8BFxZYVua6pk8jotI3YB1wzrhpLwP2AKcmj5cCH0nuzwGWA9uAJ4HvUfuH7tbkOTuAXwHvS8b/B/AE8BRwD/CSuvUsBT4J/BewHbgPeHHd/JcAdybr2Qh8IJm+H3Al8FNgK/BlYPYE29cPDAPvAzYBG4CLgPOBnyTL/sC4bf9hsn0bgH8GDkjm3QME8EyyjX9St/z3J9t569i05DkvTtZxRvJ4PrAF6C/6b+/bXr0yK/m7vn4fYw6kFvAjye0G4MCpvDbcpzn8TYsuIIemXce4AE+mrwfekdxfygsB/jHgJmB6cnsFoImWBfwZMLOu8R+om7c0aZqXAfsDXwC+lMybmTTmFcCM5PGZybzLgXuBY5Ll/guwbILt6wd2A3+T1Ps2YDPwxWSZLwF2Ascn438LOCupZyGwGri8bnkBnNBg+R9Paumpf2EkY96WLKcX+A7wiaL/7r417JXzkr/l/vsY8+Gk944A5gI/AK6dymvDfZrD37ToAnJo2oaNlTTpB5P7S3khwD8MfKO+OSZbVt38Q5PGmlW33Jvr5p8PPJLcvwT40QTLWQ2cXff4KGBXoxde0qQ7gGnJ45lJDWfWjVkJXDTBui4Hbqt73OiF8RwwY9y04XHLuR14EBgi2WPzrbNuwJuAJyYZ81Pg/LrHrwbWJffTvDbcp224dcsx8EaOprZ3PN7fA48Bd0haK+nKiRYgaZqk6yT9VNLT1JoYav/VHPNE3f1R4ODk/ouovVgaORa4LXnTdRu1QH+e2jHLRrZGxPPJ/R3Jz41183eMrVfSSZKWS3oiqfmj4+ptZHNE7JxkzGeAU4F/iohnJxlrxdgKzJnk+PB84Od1j3+eTIMWXhsTrd99mq2uDHBJv00twL8/fl5EbI+IKyLieOC1wHsknT02e9zwN1J78+ccascXF46tookyHqd2XG6iea+JiEPrbjMi4hdNLHcynwYeAU6MiEOADzRR7z4vWSnpYGqHjz4LDEianUGdlr0fUjtMcdE+xoxQ24EYsyCZ1uprIy33aRO6KsAlHSLpAuBLwOcj4sEGYy6QdIIkAU9T2/Md22vYCBxfN3wm8Cy1PZteansJzVoOHCnpckkHSpop6cxk3k3A30o6NqlprqSsPiUwk9p2/UrSbwDvGDd//DY240ZgZUT8ObU3bG9KXaVlLiKeonYM+pOSLpLUK2m6pNdI+rtk2DLgQ0nPzUnGfx5afm2k5T5tQrcE+H9K2k5tz/aDwPXAWyYYeyLw39Te3f4h8KmIWJHM+xi15t4m6b3Av1H7L+YvgB9TO67elIjYDryK2p7ME8Aa4JXJ7BupHau7I6n7XuDMRsuZgvdS+5/Ddmr/nfz3cfMHgFuSbbx4soUl/7CcB7w9mfQe4AxJb8qoXstQRFxP7W/0IWpvIj4OvBP4ejLkI8AgtWPEDwL3J9OgtddGWu7TJoy9g2xmZiXTLXvgZmaV4wA3MyspB7iZWUk5wM3MSsoBbmZWUrlesWvOnDmxcOHCPFeZmZGRkbYuf/78+ZMPykmr2zpz5sy2jG3VunXr2LJlSzMnUWWup6cnZs2aVcSqUxsdHW1p/I4dOyYfVOekk05qaXw7tbqtrTjkkEPatuzh4WG2bt26V2/nGuALFy5kcHAwz1VmZmBgoNTLb0WrtfT397dlbKv6+vratuzJzJo1i0svvbSw9aexatWqlsYPDQ21NH7ZsmUtjW+nVre1Feeee27uy570EIqkz0naJOmhummzJd0paU3y87AMazXLhXvbyq6ZY+BLqZ3BVO9K4K6IOBG4K3lsVjZLcW9biU0a4BFxD3tfte9C4Jbk/i3s++I4Zh3JvW2d5Nnde2j1zPipfgplXkRsAEh+HjHF5Zh1Gve25W7Hrud599fX8I93P97S89r+MUJJi5MvUB3cvHlzu1dnlpv63m7npxus2nbsep4rvvEYPxrezinzDmrpuVMN8I2SjgJIfm6aaGBELImIvojomzt37hRXZ5abKfV2b29vbgVaddSH99WvPo7zfvPwlp4/1QC/HbgsuX8Zta9ZMqsC97blIm14Q3MfI1xG7dq/J0salvRW4DrgVZLWULum9XUtr9msYO5tK0oW4Q1NnMgTEZdMMOvsCaablYJ724qQVXiDr4ViZpabLMMbcj6V3sysTI488sjMlpV1eIP3wM3M2q4d4Q0OcDOztmpXeIMD3MysbdoZ3uAANzNri3aHNzjAzcza4osrN7Ly8faFNzjAzcza4umduznogGltC29wgJuZlZYD3MyspBzgZmYl5QA3Myspn0pvZjaBefPmFV3CPnkP3MyspFIFuKR3S3pY0kOSlkmakVVhZkVyb1sZTDnAJR0N/BXQFxGnAtOAN2RVmFlR3NtWFmkPoewP9EjaH+gFRtKXZNYR3NvW8aYc4BHxC+ATwHpgA/BURNyRVWFmRXFvWxYih3WkOYRyGHAhcBwwHzhI0psbjFssaVDS4ObNm6deqVlOptLbo6OjeZdpHWztlh3c8eiTHHHw9LauJ80hlHOAn0XE5ojYBXwN+N3xgyJiSUT0RUTf3LlzU6zOLDct93Zvb2/uRVpnWrtlB3/x1UeZJvHx157Q1nWlCfD1wFmSeiWJ2hfBrs6mLLNCubdtSurD+1OvO5ljZ7f3w0tpjoHfB3wFuB94MFnWkozqMiuMe9umIu/whpRnYkbE1cDVGdVi1jHc29aK9dt2cdWKfMMbfCammVkq67ft4oPf3ZR7eIOvhWJmXWTRokUtjZ/sWihrt+zgqhWPMn3atNzDG7wHbmY2JUUc8x7PAW5m1qJOCG9wgJuZtaRTwhsc4GZmTeuk8AYHuJlZUzotvMEBbmY2qU4Mb3CAm5ntU6eGNzjAzcwm1MnhDQ5wM7OG1m/b1dHhDQ5wM7O9FHl6fCsc4GZmdV4Ibzo6vCHna6GMjIwwMDCQ5yozc8011xRdQm5a/RutWLGibctuxciIv7YyD6eddlrRJUzZZLX/ZON2Bm6/lwOnT2fZ4rM4eM8zTS97aGiopVpWrVrV9Ngnn3yy4XTvgZuZUQvvN37mXvaTWLb4LF489+CiS5pUqgCXdKikr0h6RNJqSb+TVWFmRXJvd5cyhjekP4RyI/DtiHidpAMAfzGgVYV7u0uUNbwhRYBLOgT4feBPASLiOeC5bMoyK457u3uUObwh3SGU44HNwL9K+pGkmyUdlFFdZkVyb3eBsoc3pAvw/YEzgE9HxOnAM8CV4wdJWixpUNLg6OhoitWZ5ca9XXFVCG9IF+DDwHDyDd5Q+xbvM8YPioglEdEXEX29vT6MaKXg3q6wqoQ3pAjwiHgCeFzSycmks4EfZ1KVWYHc29VVpfCG9J9C+UvgC8m79GuBt6QvyawjuLcrZv22XQzcXp3whpQBHhEPAH3ZlGLWOdzb1TJ2evzYGZZVCG/wmZhmVnH11zapUnhDztdCmT9/fmmvhdJunfR7abWW/v7+ti27FcuXL2/bsifT09NT2muEtLvuIn8v469t8syGtQxtaP75GzdubFttixYtanpsT09Pw+neAzezSqraG5aNOMDNrHK6IbzBAW5mFdMt4Q0OcDOrkDVdFN7gADezivjJxu1c0kXhDQ5wM6uAbjpsUs8Bbmal1q3hDQ5wMyuxbg5vcICbWUl1e3iDA9zMSsjhXZPrqfRm1nlaOaW7Ezi8X+A9cDMrDYf3/5c6wCVNS743sLgrCZm1gXu7szi895bFHvi7gNUZLMes07i3O4TDu7FUAS7pGOAPgZuzKcesM7i3O4fDe2Jp38S8AXgfMDN9KWYd5Qbc25kbfW43N961hs3bn236OXc/uplp+zm8G5lygEu6ANgUESsl9e9j3GJgMcCCBQumujqz3Eyltw8//PB8iiux0ed289alg9z3s63MP7TxFxQ0cszsXq6/eJHDu4E0e+AvB/5I0vnADOAQSZ+PiDfXD4qIJcASgL6+vkixPrO8tNzbxx13nHt7H+rD+/qLX8pFpx9ddEmVMOVj4BHx1xFxTEQsBN4AfHd8g5uVkXs7Ww7v9vHnwM2sbXbu3uPwbqNMzsSMiBXAiiyWZdZJ3NtTt3P3Hq69ewsPb3rW4d0m3gM3s8w5vPOR67VQRkZGGBgYyHOVmWl33Z30e7nmmmtaGr9ixYqmx/b397dWTAtGRkbatuwqO+200zJd3tgx77HwPn7aVoaGtjb13FWrVrW0rqGhoZbG33rrrS2N37hxY0vj8+Y9cDPLjN+wzJcD3Mwy4fDOnwPczFJzeBfDAW5mqTi8i+MAN7Mpc3gXywFuZlPi8C6eA9zMWlYf3v9w8SKHd0Ec4GbWkvHh/cenH1N0SV3LAW5mTXN4dxYHuJk1xeHdeRzgZjYph3dnyvVaKGZV1dvby6JFi4ouoy2qFN6tXvelU66FsmbNmobTvQduZhOqUnhX0ZQDXNKLJP2PpNWSHpb0riwLMyuKe7vG4d350hxC2Q1cERH3S5oJrJR0Z0T8OKPazIrS9b3t8C6HNN+JuSEi7k/ubwdWA/40v5Vet/e2w7s8MjkGLmkhcDpwXxbLM+sU3dbbDu9ySR3gkg4GvgpcHhFPN5i/WNKgpMHR0dG0qzPLTSu9/ctf/jL/AjM2/tomDu/OlyrAJU2n1uBfiIivNRoTEUsioi8i+np7e9Osziw3rfb2YYcdlm+BGfOFqcopzadQBHwWWB0R12dXklmxuq23Hd7llWYP/OXApcAfSHoguZ2fUV1mReqa3t65e4/Du8Sm/DHCiPg+oAxrMesI3dLbO3fv4dq7t/z62+Md3uXjMzHNupDDuxpyvRbK/PnzGRgYyHOVmWl33WX9vQD09/e3ZWyrli9f3rZlT6anp6fl62wUZeyY91h4Hz9tK0NDW5t+/qpVq9pYXWva/TvvlGuhDA8PN5zuPXCzLuI3LKvFAW7WJRze1eMAN+sCDu9qcoCbVZzDu7oc4GYV5vCuNge4WUU5vKvPAW5WQQ7v7uAAN6sYh3f3cICbVYjDu7s4wM0qwuHdfRzgZhXg8O5ODnCzknN4d6+038hznqRHJT0m6cqsijIrWll62+Hd3dJ8I8804JPAa4BTgEsknZJVYWZFKUtvO7wtzR74y4DHImJtRDwHfAm4MJuyzArV8b3t8DZIdz3wo4HH6x4PA2emK8esI6Tu7e+v2cLHvrU606LqbRvdxYandji8u1yaAG/0lVOx1yBpMbAYYMGCBSlWZ5ab1L09Y/p+HDVrRluKAzhqVg9XXXAK5516ZNvWYZ0vTYAPAy+qe3wMMDJ+UEQsAZYA9PX17fUiMOtAqXu7b+Fsbl44u501mqU6Bv6/wImSjpN0APAG4PZsyjIrlHvbSiHNt9LvlvRO4DvANOBzEfFwZpWZFcS9bWWR6kuNI+KbwDczqsWsY7i3rQx8JqaZWUkpIr/3FSVtBn7eYNYcYEtuhRSnW7YTitnWYyNibs7rBCbsbf+9q6eo7WzY27kG+EQkDUZEX9F1tFu3bCd017ZOpJt+B92yrZ22nT6EYmZWUg5wM7OS6pQAX1J0ATnplu2E7trWiXTT76BbtrWjtrMjjoGbmVnrOmUP3MzMWlRogJflovlZkLRO0oOSHpA0WHQ9WZL0OUmbJD1UN222pDslrUl+HlZkjXlzb5dfGfq6sAAvy0XzM/bKiHhpJ30MKSNLgfPGTbsSuCsiTgTuSh53Bfd2ZSylw/u6yD3wjr9ovjUnIu4Bnhw3+ULgluT+LcBFedZUMPd2BZShr4sM8EYXza/ylekDuEPSyuQ60lU3LyI2ACQ/jyi4njy5t6uro/o61cWsUmrqovkV8vKIGJF0BHCnpEeSf+Gtetzb7u1cFLkH3tRF86siIkaSn5uA26j9N7vKNko6CiD5uangevLk3q6ujurrIgO8ay6aL+kgSTPH7gPnAg/t+1mldztwWXL/MuAbBdaSN/d2dXVUXxd2CKXLLpo/D7hNEtR+51+MiG8XW1J2JC0D+oE5koaBq4HrgC9LeiuwHnh9cRXmy71djd4uQ1/7TEwzs5LymZhmZiXlADczKykHuJlZSTnAzcxKygFuZlZSDnAzs5JygJuZlZQD3MyspP4Pe99K4RyY1gQAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -229,14 +227,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -272,14 +268,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -310,7 +304,7 @@ " # Distance matrix\n", " N = a.shape[0]\n", " M = cur_b.shape[0]\n", - " dist_mat = np.zeros((N, M))\n", + " dist_mat = np.empty((N, M))\n", " for i in range(N):\n", " for j in range(M):\n", " # print(a[i], b[j], abs(a[i] - b[j]))\n", @@ -337,14 +331,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -362,18 +354,18 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADnCAYAAAC9roUQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAABAiklEQVR4nO2dd5gb1dXGf2ubGkiAUEIfIBANJYTeQu8Ig8FU04sxHT4IIAjlpYsWwEu16ZheQvHQQu+hJgQYpUBESQKElgSwjct+f5y7eL1skbTSSCPd3/Pk4ftUZo5XmqM7577nPW0dHR14PB6PJxkG1TsAj8fjaSV80vV4PJ4E8UnX4/F4EsQnXY/H40kQn3Q9Ho8nQXzS9Xg8ngTxSdfj8XgSxCddj8fjSRCfdD0ejydBfNL1eDyeBPFJ1+PxeBLEJ12Px+NJkCH1DqCRiTPhCOAsYDHgfeCEsBDfXN+oPB5PmmnzLmM94xLuWGD2Lg9/A4z0idfj8VSKLy/0zlnMmHBx//9ZdYjF4/E0CT7p9s5iZT7u8Xg8/eKTbu+8X+bjHo/H0y8+6fbOVd0fmNbWxudzz31xPYLxeDzNgU+6PRBnwpmAnYDPgQ+Ajg6YQEcHL62x+uGS5qlvhB6PJ634pNszxwArAPuEhXixsBAPaoMlaGv73yqvvLo4HR13SZq53kF6PJ704ZNuN+JM+DPgZOD2sBDf1/l4WIg/HtTRcfh8n37attQ772wAjJHUVq84PR5POvFJtwtxJhyEaXO/AQ7v4SXXA4+t9Nrrk2b75pu9gBOSjM/j8aQfn3RnZCSwLnB0WIg/7v5kWIg7gFGDpk2btvZzz39AR8cZknZOPEqPx5NafNJ1xJlwYeBc4HHgut5eFxbid9rg5Hk/+2zRJd99923geklrJxSmx+NJOT7pAnEmbAMuBWYCDnAr2r64CHh11ZdfmW+WiRM/BO6VtGSNw/R4PE2AT7rG9sC2wMlhIX6nvxeHhXgKsH8bzLPFgw+9jv0dI0lz1zhOj8eTclo+6caZcG7gEuA1bAVbEmEh/gNw3qyTJu2wysuvnA4sBdzppWQej6cvWj7pAucB8wH7uxVsOZwG/O2n77xz2KwTJhwIbARc7qVkHo+nN1o66caZcCNgP+D8sBC/Xu77w0I8AVM8LLntvfdlsCS8L3BcVQP1eDxNQ8v66caZcDbgT0AH8HOXQCs91hhgv2ltbavdsfNORwMjgJ0k3VGdaD0eT7PQyitdYXXYAwaScB3HAp8M6ui4eol33h0FPAfcIGnNAR7X4/E0GS2ZdONMuDJwNHBVWIifGOjxwkL8JXAI8IvVX375EGAY8A9MShYM9Pgej6d5aLnyQpwJhwAvAQsCy4aF+IsqHvtuYEvg57ftsvMg4AXgX8A6kr6s1nk8Hk96acWV7v8BKwGHVDPhOg4FJgFjdr71tr9g+t+lgTskzVTlc3k8nhTSUkk3zoQ/xRQGvw0L8d3VPn5YiP+J2UJuAOwn6UlM3bAJcKmXknk8npZJuq7VdwzwLbYirRVXA08B58eZcEFJ1wNnYsn3VzU8r8fjSQEtk3SBfYANgWPcirQmhIV4GnAAMCvQ7h4+GbgNOEfS9rU6t8fjaXxaIunGmfAnwAXYCvR7s8+qTViI/4JJ0obHmXA7SdOAvYEXgXGSVqt1DB6PpzFpiaSLrThnwzS50xI65wXAH4FL40w4l6SJmKnOR8D9khZPKA6Px9NANH3SjTPhMGAH4FS3Ak2EsBBPBvYHFgDOAZD0byCLlR7GS/pRUvF4PJ7GoKmTbpwJf4T55P4ROD/p84eF+BXgQuCAOBOuDyApxqRkGeA2SUOSjsvj8dSPpk66QB74CeYgNrlOMZwMvAuMjTPhrACSHgdGAZsD7V5K5vG0Dk2bdONMuB5wIHChW3HWhbAQf4Ml2KWBkzofl3QN9qNwINaw4fF4WoCmTLpuRTkW+DtwSp3DISzEj2Jz146NM+GKXZ76NXAHcL6kYXUIzePxJExTJl3gRGAZYFRYiL+udzCOo4HPgauc/wNOSrYX5gVxk6RV6hifx+NJgKZLunEm/DlmIn59WIh/V+94OgkL8efAYcCqwOGdj0uagEnJPsGkZIvWJ0KPx5METZV040w4GGt++BxbWTYadwD3A2fEmfC76cGSPsakZD/ApGRz1ik+j8dTY5oq6WIryNWAw8NC/Fm9g+mOG+1+MDAFuNL5QQAg6W1MT7wcXkrm8TQtTZN040y4BHAGMB64vc7h9EpYiD8Ecpjz2J5dn5P0O+AgzJP3Ii8l83iaj6ZIum7FeAUwFTjYrSgbmSuwkT4Xxplwga5PSBqLTSg+hC61X4/H0xw0RdIF9gA2A3JhIf6g3sH0h/N/GInVcC/q4SU54G7gQklDEwzN4/HUmNQn3TgTzo+12j6PrSBTQViIY6wcskucCbfu+pyTku0BvALcImmlOoTo8XhqQOpnpMWZ8GZgOLBSWIjfrnc85RBnwpmBV4G5gOXCQvzfrs9L+gnwe2AIsIakDxMPsgGJM+EI4CxgMeB94ISwEN9c36g8ntJI9Uo3zoRZYFfgzLQlXICwEH+LOZEtjCWRGZD0ESYlmxPT8M6RbISNh0u4Y4HFgTb337HucY+n4Ult0o0z4ZzA5cBbmIdBKgkL8e+B0cDBcSZcp/vzkt4EdgRWwEoNgxMOsdE4C5i922Oz08OPlsfTiKQ26WIX2SKYg9i39Q5mgJwIfICt2Gbp/qSkh7G5blsDv0k4tobBtU/3Zv6+WJKxeDyVksqkG2fCtTFJVXtYiF+sdzwDJSzEX2FuYyFwQk+vkXQFlnAPl1TLwZoNiZPW9dXW/VFSsXg8AyF1SdetBK/CVoa/rnM4VSMsxA8CNwHHx5lw+V5edixwL3CxpGxiwdWZOBOuBbwGrImVlL7p+nyH/e/HcSbcrQ7heTxlkbqki2lYQ+BAt0JsJo4E/oM5kX2vditpKrAb8Dpwq6QVu7+mmYgzYVucCQ/FBopOBNYMC/HBmMb5PaBj6qBBH7268kpTvph77gnAuDgTtjtViMfTkKRKMhZnwuWwhHN7WIh3r3c8tcCt1sZh/hHtPb1G0kKYlAxMSlazkfL1Is6EPwCuxH5kxgN7hoX4i55eK2m3tmnTxq354otvLfb+B8sBLwA7uZZrj6ehSM1Kt4uD2H9p7kkLNwMPAWfHmbDHTSOXZLOYvvd+ST9ILrzaE2fCpbFx9SOwaRvb9pZwASTd1DFokF5Ye+3l3lpu2VsxpcercSbcMJmIPZ7SSU3SxYxg1gSODAvxv+sdTK1wvhEHuv/38q5OZF2R9AawM/AL4OZmkZLFmXBbrBNvIWCLsBCf4dqm++M0YNybK6ywy4trrnEKZu/5aJwJj+3tb+jx1INUJN04Ey4GnI2tAG+qczg1JyzE72Eqhi2x5o8ekfQAcASwDWaSk1riTDgkzoRnA/cAfwFWDgvxI6W+X1IH1mjyzHtBcNbDm292GHAXcA5wZ5wJf1iDsD2esmn4mq5bpYwH1sdaZd+rc0iJ4MopzwFLAWFYiD/t7bWSLsYcyQ6WdHlCIVaNOBPOB9wCbAyMAY4IC/HESo4l6cdYaWKuQVOnrrHjHXcOA84F3gG2DwvxW9WJ2uOpjDSsdHcBtgJ+3SoJFyAsxFOxldtcmKFPXxyF/TC1S9qixqFVlTgTroHJwX4J7BsW4lGVJlwASZ9h9e5B0wYPjm7bZedrgY2AHwEvxZlwl2rE7fFUSkOvdONMOC8QA+8Ca7tE1FLEmfA0bDNpy7AQP9Tb65wvwzPYyngdSX9KKMSKcHcwo7AW6H8Aw8NC/Fq1ji9pPeBR7G+y5c633jYvZm6/DnAxcExYiCdX63weT6k0+kr3Amylt38rJlzHmUABuCLOhL0a3kj6ChgK/A+IJC2YUHxlE2fC2bGR9JdjiXGVaiZcAElPY3cKGwGX37bLzv8CNsQS7hHAE3EmbNi/kad5adikG2fCzbFxNmeHhbihV221JCzEk7DksThwel+vddaPWwPzAPc1opQszoRLYTraPQABW7tJyVVH0g3Y32xf4LiwEE8OC/GR2ObkSsDrcSZcrxbn9nh6oyGTrlvRXYmt8M6sczh1JyzEzwGXAUe4GmivSHodSyorAzdKapjP2Jm1vwosCmTDQnxqiXKwgXAKtkl3tqQdAcJCfCuwOtb993icCY/ysjJPUjTMBdmN07CV3Ui30vPA8Vjt86r+2lwl3Y9trm2HSabqSpwJB8eZ8HRs/Py7WDnhwSTO7aRk+2JKkBskrQngVAyrAfdhZazbnF2ox1NTGi7pxplwdazmdnlYiJ+tdzyNgpsqcRCwPGZ80x+jgUuBX0k6oJax9YXbDH0As6+8BlgnLMR/TzIGSROxH6B/AvdKCuC7v+lw7O85HFM3hEnG5mk9Gkq94FZwr2A1yWW7j6/xQJwJb8USyIphIS709VpJQ7CV3GbAVpJKbjaoBnEmXBVrUPgJcEhYiK9K8vzdkZTB6sn/xBQeX3Y+51qGbwNmA/YJC/GddQnS0/Q02kr3GKxv/mCfcHvlCOBrzPC8z89P0hSsVfgt4A5JvVlGVhXnDjYSu6UHW93WNeECSCoA2wPLYH+PmTqfCwvxE1gd/E3gjjgTnu9M0z2eqtIwSTfOhBngZMxB7L56x9OohIX4Y6xe+0tM59onkv6HKRq+BsZLWqCW8cWZcDbMmGgM8CRWv32llucsB0lPYNaQmwCXSvpuA825kq0PXAIcDTwWZ8Kf1CVQT9PSEEnXrdjGYInh8DqHkwaux/St58SZcJH+XizpA0zDOx8mJes+Y6wqxJlwCWx1uy8m1dqqr/bleiHpOmzc00jgV12fCwvxt2EhPgzYHdtoe62n2XUeT6U0RNIFDgDWBY5yKzlPHzgnslHYaPbLSpE7SXoVs0pcDdvFr+pnH2fCLTE52BLA0LAQn9zgDS0nYTXccyRt3/3JsBDfhLnafQ08GWfCI7yszFMN6p5040y4MGZI8hi2gvOUQFiI38USx1Bgh1LeI+lebGU3nCpNz40z4aA4EwqIgPeBVcNCPL4ax64lkqYB+2Bm8OMkrdb9NWEhfgP7kYqAi4Cb++oK9HhKoa5J160cLsNWbKPcCs5TOhdjq8tL4kw4T4nvuRC4AjhO0v4DObk753isAeEGzB/jnYEcM0kkTQC2xYZa3i/pe6bxYSH+Ett8OwHYCXgxzoTLJBmnp7mo90p3OOYFe3KaLtZGISzEU4D9gB8D55fyHtcscBjwMHC5pI0rOXecCVfGEv4mmOn6PmEh/qbvdzUekj7BXMlmxTYaf9T9NWEhnhYW4rOBzYEFgFfiTLhdspF6moW66XTdKult4ENs4OCUugTSBMSZ8CysY23TsBA/Wsp7JP0Q2/RaFFhb0ttlnG8fzKzm38AOYSH+fT9vaXjcj89DWJlraye3+x5xJlwUuBNrIz4HONF/dz3lUM+V7nnAvJiDmP/SDozTgb8CVzoHr36R9F9MSjYRcyWbv7/3xJlw1jgTjsE6y57FpjukPuECSHoMW7FvjvkS97hpFhbiD4D1cCUa4JE4E/b7t/N4OqlL0o0z4caYrOi8sBD/oR4xNBNhIZ6AyZ+WBE4t9X2S3sM24hbA2mNn6+21bkjms+48ZwObN9usOklXY6vXA+lj+GlYiCeFhfggYG9gLUxWtmYiQXpST+JJ163ErsRWZqclff5mJSzET2Fa56PiTLhKqe+T9DKmSV0DuK4nKVmcCTfDpjssDQwLC/EJDS4HGwgnYOWD8yUN6+uFYSG+Hku6k4Cn40x4iJeVefqjHitdYdMNRroVmqd6HAd8jDmRzdTfizuRdLd770508ex1crATsVrnPzA52L3VDbmxcFKyPYGXgZsk9fkD5u7UVgUewTrZbii1xONpTRJNum7H+2hgrFuZeaqIkzcdgo1lP6rMt58PjAVOkLRPnAnnBu7FkvDNwFphIf5r9aJtXJyUbBtso/B+SYv29fqwEH/hXn8SsBsmK/tpzQP1pJLE1Atu5fUS5jgVugThqQFxJrwLG+b583ISpTOAieb64osNN370sU+GTJ06H1bbvKwVNdSSlgOeB4rAL52PRZ+4iSc3A4OBPb2PiKc7SSbdY7FNiuFhIb47kZO2KG72Vwz8AdionOkMr//iF6Nm+nby5d/OPDOfLDD/iC0efvjWWsWZBiRtCjyIlQ+26U1K1pU4EwZYXXgVrPOv0VuiPQmSSNKNM+HSwBvAg2Eh/l6fu6f6xJlwf6xcMLIUW8U4E86CdasdNGXw4BejrbM/nTjbbP8F1pDUcKY1SeJM4K/ETOEPcw0mfRJnwlkxI/mRmDnRro1o/uNJnprXdN1u7hhsh/fQWp/P8x1XY9aK5/c39dYJ/p/GJlOcO2Tq1HUnzjbb1sBCwD2SZq11sI2MpDFYzfsQSnTBCwvxxLAQH4B1DK6LycpWr12UnrSQxEbavsAGwDFhIf5nAufz8J0T2QFYe+slvb3OaaZfA0Ks9HNcWIinSPo9NrF3HeDq3poFWojjgN8CF0oaWuqbwkJ8DbA2MBV4Js6Eo7ysrLWpadJ1K6zzgaewlZcnQdwmmoDt40w4Q1nHycGOx2qVnwCrda+1S7oTay8e4Y7Tsjgp2e6Y38QtklYq9b1hIX4Nq+8+jnWyXevM3j0tSNVrunEmHIFtHiwGTABmApYPC/FfqnoiT0l0UY0EwP+ARTC/i48xfemtWN33q57e71a4Y7Hb5D0l3ZhA2A2LpAUxO8jBWL37w1Lf68z6T3b/+yNwHaYOWQyzxTwhLMQ3VzvmJOh23af631Jrqpp03R9+LNBVHD4Z2Nt/APUjzoQnAGf28NQN2GfT55fASckewmqTm0h6uvpRpgdJK2BmQe8A60rq8QerN+JMuBVwO/CDbk99g/0Apupa6eW6T+W/JQmqnXSLwPc8SYH3wkIcVO1EnrKoxuciaW5Mszo/sKaklmiU6A1JW2Bewg8CwySVJQmLM+GHwMI9PPUF6WuPPxmYu4fH/XXfA9VOutOAnjYJOsJCXG/v3palWp+LpCWBF4H/YIn3syqFmEokHYSZ8I+WdEQ57+3jM2km/HXfA9X+g7zf04Md8EGVz+Mpjx4/lz4e7xFJ72KTFhYFfitploEGlmYkXY5pmw+XVK4csre//QfYqjFN/+vt+i7r+9Uq1LymO2XwYN74+c//8NefLbOWpIlVO5mnZHr6XKYOGjQV2Hv5t98aV+7xJO2MbcCNwzbXWq5FuBNJg4G7MW/ibSRFpbyvt2vlk/nnP2XjJx5PVXmhp39LB3zT5mu6PVLVla77A4+cMOuskzqAr2efveOPK64Y//Vny6yIGYd496U60Pm5AO8BHZOHDPnspdVXH3znTjuuU4n+VtJtwImYhOqk6kabLlwtdwTWcn2rpBVLeV/3z6QDPnxt5ZU/fmb99Q51ZZzU0PXf4q57/rnQguf5hNszNWkDlvSk+z//hn0hf4UJ9J8Chpa72+upPpLOAY4Fjpb0mwre3wZcC+wF7CappS8wSQthUjIwKVnZjUCSfga8gMn51pL0ZfUiTAZJP8AkiY+4OyJPN2pd5G4HZsNuO3bHJEcPuflcnvpyPHAXJZh194QrKRyAtRpfK+mXVY0uZbgkuzUwF3ZX110OVsox/oxNHl4KuNNJ9VKFpK+xRqjhkhapdzyNSE2TrqQ/Yj39hwC3AbtgEwoekTRXLc/t6Ztyzbp7Oca32ETnIubR0NIesu77vjPmZ3yzq/eWe4wnsVv1jbFpzWlUOFyK5ZYD6x1II5KEnKMd64bKurbSHYCVgcck/TiB83t6QdI3mBrhU0ow6+7lGJ9j3r1gAy7nqWKIqUPSA8ARmKn5eRUe43qsmWU/rASUKiT9HbgfOKDVzZJ6Iomkew9W4zkcQNK9wDBgOeBxlTCF1lM7JH0EZLHuqPGS5qzgGO9gn2kA3CVp5mrGmDYkXYLZOv6f0/JWwsnY3WFe0g5VCy45RgPzYSt/TxdqnnRlps+XARtLWtY99gA2hXZp4AlJP6l1HJ7ekfQmsCP2Q3ibpCEVHONZYB/MUW5MSm+Lq8lRWMdau+teKwtX/tkb21i7UdIa1Q2v5jwOvI35D7f6d2EGkuoWGYv56R7W+YCk32G3pYsDT0nqqSXSkxCSHsFq71sCF1UoJbsZOAVTNJxQ3QjThZOS7Qr8Cbhd5tdQ7jEmYuWffwH3SQqqGmQNcRut7Zi72lp1DqehSCTpyiYP3IwJ6efq8viTwObAgljiXSyJeDw9I+lK4ALKMOvugdOBG4EzWl0y5KSRQzF3t0jmUFbuMf6NlX9mccf4UXWjrCnjsJbxw/p7YSuRZF90OyYd27frg5KeAzYF5gWeTpswvAk5DqvDl2XW3Ylb4YzEVCvXS1q7uuGlC5n149bAPNhqtRIpWYxJyZYB7kiLlMz96FwN7CDTMXtIMOlKeh14Fjiku5RGNqVgY2BObMW7dFJxeWbE3Rbvjk2TKMusu8sxJmFJ4n3g3lb/IXXf/V0x1c6Nksq+7iQ9DozCFiiXpKhOeinmPezlY46kHYBGA0syXWL0HZJeBTbCxss8JSlMODaPQyZwHwp8jikayq63yxzIsth3LJJZQ7Ysku7HNte2w6ZiV3KMa4A81pRydPWiqx0yk6TxwCi1uEFSJ0kn3XuAf9BLjUcmLt8Ai+tJScsnFplnBiT9C7stnhPT8M5RwTH+iiWZzg6rlpaSYYuOS4FfySYMV8KvgTuAcyVtV7XIaks75sO8U70DaQQSTbqSJmPysU17W8lKegtYH5iCJd6yb2891UHSG5jOckUq77B6Gqvjb0R6O6yqgqt3H4kZn18mabMKjjENU4e8hHUSrlbVIGvDo0CMWWC27OffST0MhjvlY736j8p60NcDvsYaKNLwxWpKJD2I3ZkMxZQNlRxjHDYNYV9so65lkenWd8Y0rHdIWq6CY0zApGQfY5tzDa36cT82l2Az+dKmN646iSddJ4G5BdirL/mLrMtpfWx8yaOSvNavTki6DLgIOELSIZUeBvvcz5a0Y5VCSyWS/oeVbr7B6t0LVHCMj7Ga+exY3b3RTaRuAP5L5VLEpqFeozTasbbTffp6kaQilng/xkxy1qt9aJ5e+BVwHzaa5nsbof3hVjv7YgMdb5C0ZpXjSxWS3sfuHubHFB5lj2SX9DbmZbIsFXYSJoWTj10D7Njq8rG6JF1Jr2EX36H9yWckfYAl3g+BByVtnECInm44Kdlu2Ojw21SiWXe3Y0zENtb+iSWaoKpBpgxJr2B+06tjP0SVSMl+BxwEbAFc3OA100752Kh6B1JP6jk0rh3b1d6yvxe6nfQNgHexW6nNaxuapyc0vcPqP9jnUPaKRdM7rGbGbq3nqmqQKUPSPcAx2Ir1zAqPMRZzNDsYczhrSCT9DXiAFpeP1TPp3o2teEqq8bga1oZAAds82LqGsXl6QdI/sHrk3FRu1l0ghR1WNeQ3wJVATtK+/b24F3LYNfUbSdtULbLqMxpYADNYaknqlnSdfOxyYDNJmRLf8ynWufYGcHeKdIpNhaQ/MN2s+6YKpWRPYO3CmwCXNvhtcU1x9e7DgEeAKyspoTkp2R7AK1gn4crVjbJqPAr8mRb2Y6j3TPoxwLf0IR/rjsw0exPsy3WHWtxUpV7Ipt4eiUmXzq3wGNcBZ2HJ91fVii2NuEXITlhCuksVdGTKTOm3YbopfcONy3E/Du3A6kqfXWVVqGvSlfQJNsq7T/lYD+/7D+ZO9hwm2t+jRiF6+kBSO3YBHSWp0t76kzCz7nMkbV+14FKI+15ngYlYvbtsg39NN6WfkwpN6RPgBsx5rSVXu/Ve6YLVeObADJtLxmkdt8IGI14/gFqYZ2D8HxBhJixlb3C6lc8+2CTdcWrxRhhJ72Gr1Z9gc+fKHnej6ab0y2OlhoaSkrlr9xpgJ7XgAIO6J12Z0c0LlCAf6+G9X2ObOo8AVw9gteWpEE03634TK/dUYtbd2WH1EXZbvHh1o0wXkl7C6rNrAddVKCV7GCvbZbGNukbjUmAmWlA+Vvek6xgN/BTTGpaFu2CHYU5Gl0tq+Y6XpNH0Dqv/Ybe0Za9eXKkpi7nMjS+n3NSMSLoLa5neGWuhruQYV2AJ9zBJDXUrLzNDegA4UC1mhNQoSfcubCRJRV8Mmeh+OCaZuVjSMVWMzVMCMrPuoZgZ/X2SZq/gGDH2OWZo8A6rhDgPuAr4taS9KzzGscC92AimbLUCqxLtWBkljYM3K6Yhkm4X+dgWkn5W4TG+BXbBNmXOlXRiFUP0lICs03BXzNikUrPuxzDD682xoY6tLiU7GJNZjZG0QQXH6OwkfB37IftFNWMcII8Af6HF/BgaIuk6OuVjlRqqdCbv3bEZXadLOq2VL9p6IOk+zKx7e8xwu5JjXI0ZfR+IbdS1LO47vSPwV0ybXvaixO19bIOZR1VkSl8L3CbqJcAaklavdzxJ0TBJV9ZxdhuwjwbgmCSzztsH2x09CXO18ok3WS7GfJOPkTSywmOcANwJnC9pWLUCSyOSvsRq5lMwKdm8FRzjn1jN/EdUaEpfI66nxeRjDZN0He2YfGyvgRzE3VKNxEoWx2GtkT7xJoS7LT4CM+u+XNKmFRxjGrAn8DLW9bZKdaNMF5L+jq1WF6ZyKdmATemrjaT/AtcBO7eKfKyhkq6kl4EXsd3WAcXmLtpDsFXXkZiOtKH+vc2Mu+PYBTPrvlOVm3VvA/wbW50tWt0o04WkF7EfonUwiWTZCwlJD2A11KHA+dWNsGIuweRjlY4wShWNmITagaWBskeZdMetuP6P6Q5MV/rEmxxuFVMts+4f0LgdVokh6Q6s9DICM4av5BiX4hYjkg6uXnSVIekvwEO0iHysERPQnZhIvio7mi7xHgecAewPXNsIt1Wtgqpj1v0WJitaDi8lA9ugvAY4WZW3wB8N3I8pRPq1V02A0cCCmGSwqWm4pOukX1cAW0paukrH7JB0EnAydnt2o79wk0PVM+s+GNjyD5MXjILc+GKQi6YFuagY5KIRVQ65oXELiYOAJ7AyQ9kTVdy+xwjMlP52ST+vbpRl8zCm0Gj6DbWGS7qOK4HJlOE+VgqSTsdWvbsCt7bCrUyjoOqYdY95ffJC4/80dcHNoG1xoA1YHBjbgon3W2xV+A7w20oWKPq+Kf2C1Y2yrFg65WNrSVq1XnEkQUMmXZlT0u2YfKyqNTxJ52J13uHYBk/LOtjXgQGbdf9x6kIrTOV71aHZMYvIlkLSF1i9exrwgKQfV3CMTlP6eajQlL6KXAd8RZOvdhsy6TpGY/Z0A5KP9YSkizBlw1BMflN2ndFTPqqCWTe09TZuvKHHkNcKSe9iZkGLYiveshcRMlP6XYCVMKe3uux5dJGP7aIKbC3TQsMmXZnT0ktU4D5W4vEvw7S8m1OhV4CnfDQAs+4gF82KdS32xPtVCC+VSHoes0ZdF7iqQinZeOwOcBjWDVgvLsHm5zWtfKxhk65jNPAzoGxxfSlIugr7sm6E3Z41SpdOUyMz694amESJZt1BLhqErYJmce/rykRMRtWySLoV68Dc3f23Etoxy8WjJdXFclHSn7FNtYPUpLPzGj3p3gF8TA1rPJJuwAxBfgk8rBa3FEwKSUWs8WFBSuuwOg3rpsoB+wLvAR3AVOAT7LvS6pyJtdWeKqnsjUVX/jkS6yS8VPWbut0OLIT5dzQdDZ103Q7tlcBWkn5aw/Pcil3QqwO/kzR3rc7lmY6k31OCWXeQi/YGfg1cDZxbzGdvLuazQTGfHYRdmIvR4jPW4LukeQDwFKZH/2UFx5iCXQtvYab0y1c3ypJ4EFNlNKX7WEMnXccV2GqmYvexUpCZRg/H+tIfq2Qn2FM+ku7EVq89mnUHuWgDzIHuMeCgYj7b0fX5Yj57H7bKPSXIRRXZgjYTbqGyPVDE7iDKXqxouin9V1j5J1FPhC7ysbXVhJ4bDZ90Jf0Lu6j2rXXNVWZLuC2wLPBEM++gNhjnYqvYGcy6XRK9G/gbsEMxn53cy/sPByYAY1ztt6WRTczuNCyPJM1TwTE+YICm9APkWuBrmlA+lpYv6Gjgh1g3WU2R9BD2hf0p8GQ9BeOtgqZ3WD2GM+sOctG82MDLKUC2mM9+2dv7i/nsR1hb63pYq3fLI+lvmBIhwFQiZTcCyeYXjsBM6SvqJKwUt9l6PbBrsy1+0pJ0fw+8grmP1dyiUTa9YEusVviUpEVqfc5Wx0nJdgD+NqWj7e4hTH0YWATYtpjP/r2EQ1wLPA6cF+SihWoYamqQ9Cy26bgB9mNWiZTsXqxePhw4u6oB9k+nfKxST+aGJBVJ162ERmOzszZJ6JxPYRren2CJt6Un1CaBpC+ndrRln5285OxTGLzyHG0TDynmsy+U8l5X6z0Au0gvDXKR908GJN2EuZHtReWyuguxvZVjVbkpfdnIZub9jiaTj6Ui6Tpux6RBie1oSnoOS/LzAE9LWjKpc7cqN05ade/itHlmWWnIh1N2mOVPe6uMDqtiPvsOZmo0jCaVG1XIacA44AxJO5f7Zk3vJHwYM6VPZOHjaMeM27dL8Jw1JTVJV9IkTD6WlbRUgud9CdgYm2jxtKRlkjp3qxHkoj2wpHndCoP/1amdvqbM2+ILsSGMlwS5yEv/+C5p7g88A1wvae0KjjEF6ySMMc+SZasbZa88ALxLE22opSbpOhKRj3VHNuV2A+zW9akEv3AtQ5CL1sMUDE8Ao047Vbdj2twRwCmlHqeYz04B9gPmw1QRHr5btGwHfID5Gpd916bppvQTqdCUvoJzTsW65H4paaVany8JUpV0ZcP17iQB+VgP5/4TlnjBVA319h9tGoJctDTwW2xFM7yYz3b6K5yNtf6eImn3Uo9XzGdfx0bR7B/kog2rHG5qkfQZpswZhCXNsu8EJL2HSckWoEJT+gq4Bps+0hSr3VQlXUc7NtG05IuwWkh6G1gfM115QtLKScfQbAS56MfYLeQ0TBr2Redz7rZ4FNPNutct49CnYl1NY4Nc5F3kHLLRONsBS2FlgkqkZC9j19/qWLmipnlENg35BmCEKpiE3GikMem+ALxKQvKx7rgv7fpYt85jklZPOoZmIchFs2Ar3MWAYW4jbAY03az771iHVUlm3cV8dgImNVqKMsoTrYCkp7Ea70bYxlglUrK7sYEAO2KjsGpNO2Z2lHr5WOqSrlv9tGNdYxvVKYZ3MCH+58CjlWxMtDpO0jUWsyPcu5jPPtfbazWjWXekElu0i/nsE1id+FdBLmqKemC1kBk9nY7peI+r8DDnY5/h8ZL2qVZsPeHuMh8DDlbKR22lLuk6bsPGctfNEMPVttbHhmg+Imn9esWSUk7EzG5OLuazt/T3YvdDNwwbz3N3GVKyY7DvylVBLkr1xVoDTgFuAc6WtGO5b3YLoEMwLe0YSbVeBI3GGmaG1fg8NSWVSVfSRMwEZaikJeoYx4dY4n0feFAVTUJoPYJctCumHb2BMm5NnW56b+wuY2wpt8WuRnwosDJm0u1xuKS5L/Ac1ua7ZgXHmIyVGP6CtRtnqhvlDESYkU+qN9RSmXQdl2O3m4nKx7ojM+TZADNlGS9pi3rG0+gEuWgdTJHwNHBAd9ew/pB0C6bl3QNbLZfC3cA9wGlBLqqZRWgacQuY7YB/YmqEoIJj/Acr/3yLDQOYr6pBTj/PVKw1eD1JK9biHEmQ2qQrG6h3F7Cf6jtMD0mfABtiwvF7JQ2tZzyNSpCLlsKS33vA9sV8tvsEiFI5A1slnyZp1/5e7BL7oVhSuNK3CM+IpH9jSXNmrGY+VwXHKFKeKX2lpF4+ltqk6xgNzEUd5GPdcRrIjYE/YDXH4fWNqLFw3WER9p3LFvPZzyo9lqabdT+NmZ+v0997ivnsP4Bjsc3Xmm76pBFJBax1ehnMvLxsrwNNN6VfGzNRr8Vswy+AG4HdSt1QbTTSnnSfx1o+6yIf6477QmyGDdS8rZRVWCsQ5KKZsVv8JTBp2F8HekxZh9X22Kr5HpXWGj4WS9QXBLkoUWPuNCDpCUyStQk2rqcSKdmdwPHYdOFTqxvhd1wCzEpKbTxTnXQ13X1sOez2vu64+tYW2ObEOEk19wBuZNyt/JVY3Xu/Yj77TLWOrTI7rIr57DRshTwb9r3xdEPSdcBZWPKtdATSOZhU70RJe1UptO+Q9CZm43lIGuVjqU66jluBT2mgGo9s3MlWWCfVdZL2q3NI9eR4THFwajGfHVftg0v6KyYhWgIr6/TZYVXMZ/+MKSd2DHLRttWOp0k4CZNlniOpbLc2TTelfxxTmWxQ3fAA0+ovitWRU0Xqk24X+dg2ley81gpJX2M96g8DV0k6uM4hJU6Qi3bGJtTeRO1uNZH0DGZyswFwZQm3xecBbwCXBbnIT3/uhmxG2T7Y8IBxklar4BidpvTvYD+G1Z5fdz9WWkrd8MrUJ13H5dg47oZKbJImYKuw+7Ea2ZF1DShBgly0FjZu5VmsrFCWNKxcJI3DEvve2Oq6V9ystf0xg/p8LeNKK+67uy3W/HO/KjDx1/ROwilY+adqvgma7j62vlJmPtUUSdc1KdwN7K/kB+j1idvw2QGTt10o6dg6h1Rzgly0JHAv8CGw3QCkYeVyKraqPlP9mHUX89mXgYuAA4NcVI6RTsvgpJBZbNNqvKSy7wokvYsl70WA36oMU/oSuBobSNowpcVSaIqk62gH5gZ2q3cg3ZGZtuyC1Z/PkXRSnUOqGUEumguThg0Btirms58mdW5XS9wPW11fL2mtft5yMtbhNDbIRbXSlaYa2cic4diorNsq2biS9AI2LuiXmFtcVZRGsqnH40iZfKyZku6zmEb28EaQj3VH5ry/O9NF/ac3YpwDIchFM2F+x0thK9y/JB2Dppt1f0g/Zt3FfPZrzDryZ5hhuqcHZINaD8RmBrZXKCW7Desg3A37sasW7ZgaJTWb1U2TdDXdfWx5zA+h4XB1qH2Aq7Av4DnNknidNOxyrEFk/2I++1S9YpH0KaYeGUI/HVbFfPYRrPacC3JRqmqDSSLpakwKdiCVe1ichf2tJakqd6Sy4QJPkiL5WNMkXcctwGc08I6m2xkeBVyGOWBd2CSJ91hstXFGMZ+9od7B6Ptm3X11WB0NfIE5kQ1OIr6UcgJ2J3O+pGHlvlnTOwmfxGbfVauWPhrzZE5F+31TJV234zoW2LaS3dakcIn3UGwj5whM2ZDazyLIRTtgKoBbqe6t44CQ9BSmUtiYPsy6XUvy4cBqpGxTJknc93ZP4GXgJkmrVHCMTlP6IraxVg0Dovsxp79UfHapvdD7oCHlY91xv/pHYbdsB2F+pKlbZQW5aA2sF/55YJ9aS8PKRWbWfQa2Cu9LOXIbtgF4ZpCLggRCSyVuYbMN5lF8v6RFKzjG51j5B6z8M88AY5qCycc2lLTCQI6VBE2XdCW9jzlZNZx8rDsu8R6PdUjth5mEpKIuBeCS032YLeCwYj47sb4R9crJ2Co8L2mHnl7gfiwOxuxCvRNZH0j6GJOS/QCTks1ZwTE6TekDSugkLIGrsSnFhw7wODWn6ZKuYzQwDza+u6GR1CHpFKz1cg+sA6hsh6ekcZ1cEWYHmC3ms/+uc0i94n7c9sFW4zdKWqOn1xXz2feBHGZaVHfnukZG0luY/nw5KpeSPYt9LutToil9H8f6DJOP7THQlXOtadak+wzW5tkQ7mOlIOkM7PZ3Z+DWKvzy1wwnDbsDswEcXsxnC3UOqV9k7eLDsFX5feq9ZfxybPjpRUEumj+Z6NKJpN9hdwdb/mHyglGQG18MctG0IBcVg1xU0oJH0s3Y2KA9Gbhsr1M+tu8Aj1NTmjLparr72M+x0S6pQNJ5wJGYZeGdqm73TlVwt92XAJtikx8er3NIJaPvm3V/r8PKOZHtD8wJXJhshOlD0pjXJy80/k9TF9wM2hYH2rA5dmNLTbzYgMwbgdM1ADtUSW8AT2HysYbdH2nKpOu4GZvWm4odzU4kXYxtrA3FxP2z1Tmk7hyNyX7OLuaz19Y7mHKRmXUPpw+z7mI++zZm1DMiyEXZhENMHX+cutAKU/lejpsd0+X2i1skjcS8jq/VwKZrt2N14q0HcIya0rRJt4t8bDtJi9U7nnKQdAW2sbYZtlFR13FEnQS5aDvgXKy0UOp8soZD0uPYD8emwCW9lKDOBt4CLg9yUdkbRa1FW2/XV8nXnaab0r+PLTZKMaXviXuBD2hgrX7TJl3H5e6/B9U1igqQdA1W59oAmzRc1ws/yEWrYWYyvwf2crfhqUXStVhiPQBbvc9AMZ/9Flt9LYKtej09EOSiWYCvenn6w3KOpTJN6Xs5xhSs8WgjScuV+/4kaOqkK+k9TD52QAPepveLzK5wBDZz6uGeapBJEOSixTBp2MfAtsV8dkI94qgBJ2Kr9nMlbdf9yWI++wJWvz7UWVV6uhDkokWwGuqcmH1jdwYHuSgs55gyU/rtgCWxke6VbChfhcnHGrK02NRJ19GOycdSOa9MZhSyE7Aq8LtKfv0HQpCLfohJw2bDpGGfJHn+WuI6rPbCVu83qWez7l9jK7ar3KrOAwS5aCPgNUwytiP2d3wPa0x6D7s7mAl4yXUsloykpzEFwobAFeUqkGTeGzdj8rFEr5dSaIWk+xTwJxrUfawUJN2N1btWBB5XFc2g+yLIRUOwTq0MsIPbYGoqNN2s+2NMSjZDHbKYz/4P88pYFtPwtjRBLmoLctFxwO+wMVmrFfPZO4v57M3FfDYo5rOD3H9PBFYG3gTuCHLR+e77VBLuLu80TMdbyd+9HdvMazj5WNMnXU13H1sR8/NMJZLGY+2XGeAJSQvU8nxOGjYaG7J5UDGffbSW56snmm7WPRu2cfnDrs8X89kHsZXTr4NctGwdQmwIXEPM3ZjPxp3A6n1ptIv57IdY48OlWN38sTKnMAv7u58laadyYpX0B0yv33DysaZPuo6bMBepht3RLAVJD2NSmKWAJyUtWMPTHYltQJ5bzGevquF5GgJJb2MdViE9d1gdCfwXKzO0ynXzHUEuWh4zuhmKWTvuUsxne9tA+45iPvttMZ89FOu2XA14LchF65RyTk03pX8OuEHSmmWGPRobWNpQsr+W+PJI+gYrrm+nCgw6GgmZofQW2K76U5IWqfY53JTcC7ARQ33OG2smJD2K/dBsAVzctRzl2pz/D1iLBjdTqjZBLtoVq3vPCWxYzGcvKtfYyE2CXhP4GngyyEVHlOJv0aWT8EOs/LNEGae9x72voTbUWiLpOi7DumVSJx/rjtto2AxYAHi6j5bWsgly0SrYLd3LwJ5pl4aVi6SrMC3ywZjtZlfGAY8AZztFR1MT5KKZg1w0Gvs+vAasXMxnn6n0eMV89g1stfsAZmt6c5CL5ujvfW5jLEsJpvTd3tcpH9tEUsOUhVom6UoqYrKnVMrHuiObO7UJNhfuqQGIyb8jyEWLYt6kn2LSsG8GesyUcjy2yv+NpG06H3Sru1HYdXN5MzuRBbloIeAJbJV4IbBRMZ/910CPW8xnv8QkYSdgqpwXg1y0TH/vk/RnbDP5p/RvSt+VscAkGsh9rGWSrmM08GNsSGTqkfQysBFmsfe0pJ9VeizXdTXeHStbzGc/qk6U6UMzmnXfImnlzueK+WwRk5FthZkTNR1BLlofW9muCOxczGePcmPrq0Ixn51WzGfPxmauLQC84rod+0TSk1jDysbAZaWokbrIx/YqdYVca1ot6T6JSVhS4z7WH5Jex/SMQ7AVb9m3UU7KcytOc1nMZ9+sbpTpw+0DbIut+u/vVjtvxxLy6CAXpWYKbX84OdjRwGPAl5g64fZanc8pYlYBCsDdQS46pz9ZmaTrMQ3w/ti4q1LolI/tM4Bwq0ZLJV23G3oJsBJQ0g5qGpAN59sAM+B+UlK5AxYvxFZuh7hBjR5A0kdYLXEOuph1F/PZqdhFPzfwm/pFWD3cnc7twPnYBtTqSeiynYfxusAVmLXpIyVYap6M6cfPkTS8v3O4hclzwKGNIB9rqaTrGIf9ijfUjuZAkRRjmshJmI535X7eAkCQiw7H6l0XFPPZK2sYYiqR9CbWcbU8VmoYAt9tCuWBPYNctFkdQxwwrlX3JazWegx2t/PfpM5fzGcnFfPZg4C9MXXIa321Xbvyz96Y7/E4SauXcJrRWGvxlgMOeIC0XNKV9DU22mN4LeRW9cT1ra8H/A/rXOtxQkInQS7aGlvl3gMcV/MAU4qkR4BDsFVv15XtmcCfsfE+DeEEVy5BLtoJK5XMA2xSzGfPr9ecu2I+ez2WdL8Fngpy0SG9bVY6Kdm2wL8wKVl/g2h/C/yDBtDqt1zSdVyK/dsPrHcg1UbS37EV72eYV0OPZZQgF62E1XFfB3Z3t8yeXpB0JaZdPkzSYQBuJtxIzL/1tPpFVz5BLpopyEW/wW7T38DkYE/WNyoo5rN/wOq8j2ClwBt6+0HTdFP6WenFlL7LaydjroObSirLhKfatGTSdYnpfmCUpFnrHU+1kbmrrYetAh6WtEHX54NctDCmVPgcGFrMZ79OPMh0chx2V3CRpCyA061eARzp7C8bniAXLYhtlv0ftsm0QTGf/Ud9o5pOMZ/9Amt5PwnYDXghyEU9jmp3ZbXtgZ8Bt/cjJRuLraLrKh9ryaTrGA3MS5PKfiT9A1vxvgc8sP4JN57lZldNA97FNoG2rob2slWQNBUbWPk61ir8C/dUDvuBu9rNj2tYglz0S0wOtgqwWzGfPdx5BzcUTlZ2BlaDXRiTlW3T02tlpvSjsIah9t6USTKPjVsw+VhdbFKhtZPu48DbpNh9rD/c7vsGf54y778/nPaj47HZVW3YjLBB2OaQpwzcnsBQ7C5hvKSFi/nsf7AOthUoXcaUKE4OdgTW8PAVsGYxn725zmH1SzGffRj7gfgbcG+Qi84MctH3FAgy0/88lnyP6uOQ7ZgWvW7ysZZNupruPrYyVrxvSiT9+4UpQVsPM6xmocQZVp4ZkfQvzHjoh5iGd45iPnsfZoh+cpCLKm5SqQWu1fYWrPU2AlYt5rN/qmtQZeAaUn6J+aecADwU5KKe7E1/jX0G50ka1tOxJL0KPI+5j9Ul/7Vs0nWMA/5Dk8nHOgly0axBLtoF2noz+Wl6/4BaIZs8uzPWtXWz038eDkzAJuE2xLXlfgB+j8nejge2dyvzVFHMZycW89mRmD56XUxWNoNUTNNN6V/CPpNVezlcO9ZOvEUNQ+6Vhvhi1AtJX2HysR0kLVTveKpFkItWCHLRRZhE5hZ6HqUCNgTQUyGSHsR+sIcC57vW6aOxpDCynrEBBLloOCYHmx/YrJjP5tNuYFTMZ6/GGpumAs8EuWhUV1mZZjSlv189D6W9C/gndZKPtXTSdVwKDCbl8rEgF80Z5KKRQS76PSYBOghz998U+/Xvbl7zDXar5hkAki7DbtuPlHQwcC22X3CuU4kkTpCLhgS56FzMaPxtTA72WD1iqQXFfPZVbHzV45hy5NogF31nYiXpY0xKNjs9mNI7+dgVwOYagF9JpbR80pX0LiafGiUpVTOw3ObI2kEuugbbPR+DfdGOBBYq5rO7FPPZR92GyUhmnGE1Mg0bKSnhV5iDXfves768BTZheGbg0qSdyIJctAD2Y3sMZmu4fjGf/SDJGJKgmM9+htXVT8XMiZ4PctGSnc9ruin9svRsSj+GOsnH2jo6qt98InMDors+tFGRtCkmxt5T0o31jqc/glw0H+bEvz826eArrIxwNfBSvTqKWhlJcwBPA0sD61w3cbXNMV/eHYv57J1JxOBaZ+/E5ICjivlsw3+Xq0GQi7bCpsOANfpEnc9JGokl2Msw74WOLs/dgLU+Lywpsbbnll/pOh4FYhpYPhbkosFBLto8yEV3YLXaCzAPif2ABYv57AHFfPb3PuHWB7c/MBTbmB2//cxv3ILpYS8JclFNJ9K6O55DsSGsE4G1WiXhAhTz2QcwWVkRGB/kolM7ZWWSxgLn0bMpfTtmZrR3YsHiky4wg/vYqkCffgVJE+SixYNcJKyh4SHMTawdWK6Yz65dzGevKWVWlaf2uIaUrYF5fjho0j0/bJtwKNaAc16tzulaZG/EvhMPY3KwP9bqfI1KMZ99F1gbuA5zIYu62G7msIGaM5jSy/yoX8RWwInlQp90p3MDNniw7oYYbkzKDkEuegj4O/YlijGn/UWK+ezRzTgOvRmQTaHdGVhp+1nePBY6LgD2C3LRRtU+V5CLlsaSxgjgRGzaxxfVPk9aKOazE7CR66Mwj+lXg1y0ipOS7QG8QjdTeqwzdWnMUD0RfNJ1uNvDa4Ad6yUfC3LRskEuugArH9yBbQKcBixRzGe3KOazdxTz2Un1iM1TOpIibDNz2IhZXp8FeAcYE+Si2at1Djc89BVgQWCLYj57ZtrlYNWgmM92FPPZMVgzxSDguSAX7S8zpd+G75vS3wV8RIJafZ90Z6RTPjYqqRMGuWiOIBftG+Si54C3sA//SUy4vUQxn1Uxn30vqXg81UFSO9A+c9vUI1Yd8sG9wFLAKQM9rqvtn4UZ7/wFWMUbz3+fYj77MtZt+jTWrHLVdRNX+xKTks2JM6WX9C3mPralpH5ntVUDn3S7IOlv2KTSmsrH3MbH6kEuGoMzSsF2nH+FlQ92LOazD3u7xdTzf0C0/JCPjvhh24SHgKODXFSSuXxPONXKw1hn2RhgXf+D3DvFfPZTzDDnTGzD+bnrJq72Fd83pR8DTMY8k2uOT7rfZzQ2LG/Hah84yEU/dqYjb2CtmbthZYR1sI2xC4r57CfVPq+nPjhXsl2BN7Mzx+u00fEFcFV/c8B6wrW8vobdNu9bzGdHOT9fTx8U89mpxXz2RKy0sBTw6nUTV2vD9LlZbHPtI8xXeB+5kUy1xCfd7/MoNg2gKjWeIBcNCnLRxkEuugVrPbwI6wY7AJN67VvMZ5/3Uq/mRNL/gK1naZv6v3VnehdsPl9fLlgz4O6KDgSexdq51y7ms9fWJNgmppjP3o+pkz4EHrhu4mrzT+vgN0w3pW/Hyg571ToWn3S74XY624HV1c+4m74IctEiQS46EbOkexTz+rwCWLGYz65RzGfHJjmHylM/JH0IDF1i0OezLzjoP19Ax6m9mXJ3xW28XYfVHB/F6rev1Tba5qWYz/4NcxS8CTj1hkmrZr7pGPIAthCaD7v7PKzW8jGfdHvmBmzOWFmrXTcCZbsgF43HWm1Px/S1uwILF/PZI9xAQ0+LIem1tjZ2XXemv881mGlDoGNMXy3CQS5aCrMg3AMQZjj/eULhNi3FfPYbrG34EGjb9PZJv1j2k2lzFLDywr3AMphfSc3wSbcH3C3hNcBOkn7S3+uDXLRMkIvOAT7ARNgrYV61SxXz2U2K+eytvv7mkXTf7G2Tj1p9yAdDoG1DejHSdgNDX8WsN7PFfPZULwerHk5WdhmwHrTN9MC3mSX/PGW+SdhG2ifUWKvvk27vXArMRC/ysSAXzR7koj2DXPQ0VgM+ChsJvTWweDGfPcl1yXg8Xbl46cH/vmyBtv8yiGntbl4Z8J0c7HRsft+7WDnhwbpF2uQU89kXgZWh7fkXpgTzPDc5mH9qR9s0YCtJS9fqvFU3vAly0YjZ+PaaCcw0C7S9B5yQVjerHX992etvTV1whW+YaRC0vY9ZIRYwo5ndsMkBf8Uc7W9wfqoeT59IGvLptNkfG/9tuF4bbZM6aJsZ2+D5Avg5dpd1qOuw8tQYpyY5HcjN2/YVSwz6rOOPUxf+6luGzIF5Tlc1h1U16Qa5aAQ2cbNr5803pNBGMMhFI9rouKaDtq563WnY3cEETOp1NfCMVx54yiWTu2ffSQy+qoNB3eu6Y4v57AF1CarFCXLRMJh2O7TNZKMEv6OqOazaSbeIDT/szmRsRZgmlsbKC935HKvVfplsOJ5moo9r5b1iPhskG42nkyAX/QPoyQagap9L2SLtfuht5tZMmIN9mli2l8fn9gnXUwV6u1b83Lr6smAvj1ftc6l20n2f3n+9q97hVUv6WIn4uWKeatDbteK/X/Wl5p9LtdULJ9A8s7ia6d/iaTz896sxqfnnUtWk20yzuJrp3+JpPPz3qzFJ4nOpyYw0j8fj8fSMb47weDyeBPFJ1+PxeBLEJ12Px+NJEJ90PR6PJ0F80vV4PJ4E8UnX4/F4EsQnXY/H40kQn3Q9Ho8nQXzS9Xg8ngTxSdfj8XgSxCddj8fjSRCfdD0ejydB/h9Cx+7Z8NI/IwAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -381,7 +373,7 @@ "# Distance matrix\n", "N = x.shape[0]\n", "M = y.shape[0]\n", - "dist_mat = np.zeros((N, M))\n", + "dist_mat = np.empty((N, M))\n", "for i in range(N):\n", " for j in range(M):\n", " dist_mat[i, j] = abs(x[i] - y[j])\n", @@ -405,14 +397,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -439,14 +429,12 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADnCAYAAAC9roUQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAAWLUlEQVR4nO3deZQlZX3G8e84g6wGVBZBnCm2WC+KGEEjZCKCgoZyAyGYQYIso6JCBCFTNNOz9CwUCMoiIo7AYQmiOcI5SmECEgTNCXhUjEHeAtSpHkEBRUGk2afzx1sceobuppe671u37vM5h9OH6p77+/Wte59+b1W99c4YHh5GRET8eFnoBkREeolCV0TEI4WuiIhHCl0REY8UuiIiHil0RUQ8UuiKiHik0BUR8UihKyLikUJXRMQjha6IiEcKXRERj2aFbqDJbGzmASuB2cAaoM8U9qpurSMi4c3QXcZGVwXhKmCTEZuHgPl1BqKvOiLSDArdMdjYlMCcUb71KHBejaVOADYfZfugKWxUYx0RaQAdXhjb7DG2bw4srLHOjEnWF5EuptAd2xpGH+nWOgIdZ0S9pq4aItIcunphbAuB9Y+9DAF9Ndfpqx6303VEpAEUumObifvo/3tc+A7SgZNb1ePNrx6fqtaJOokm0k46kTYKG5sNgLuBPwF7msJ6eZJsbHYF7gQ+bwq7wEdNEfFLI93RHQXsAPT7ClwAU9i7gH8DjrexeY2vuiLij0J3PTY2GwH9wG3AdwO0sBR4OZAGqC0iHabQfbH5wPZ4HuU+zxT2l8BlwCdtbLb3XV9EOkuhO4KNzSa4qwZuAW4K2Moy3L45LWAPItIBCt11fQp4DYFGuc8zhS2BrwHH2NhEofoQkfopdCs2Nq8AFgA3msL+IHQ/wApgLe74soi0hEL3BScAW9KQkDOFvR+4EDjSxmaX0P2ISD0UuoCNzRbAycB1prC3B25npAx4ClgcuhERqYdC1zkR2AJYFLiPdZjCPgicD8yzsXlD6H5EZPp6PnRtbF6NC91vmcLeEbqfUXwe+AuwJHAfIlKDng9d4BRgMxr6Ed4U9mHgHOAQG5s3h+1GRKarp0PXxmYb4Hjg66awvwjdzzi+ADwCDATuQ0SmqadDFzfVdiPc1NvGMoV9BDgLeL+NzdsCtyMi09CzoWtj81rgOOAyU9h7QvczAecBf8DNVhORLtWzoYubYjuTLgkxU9jHgDOAA2xs5obuR0SmpidD18ZmDnAscLEp7OrQ/UzCl4EHgOU2NmOtrSYiDdaToYubdbYWWB66kckwhR0CVgL7APsFbkdEpqDnQtfGZmfgY8BFprD3BW5nKlYB9wHLNNoV6T49F7q463GfBk4P3chUmMI+iTsOvRfwD4HbEZFJ6qnQrdYgOxz4kinsA6H7mYZLgdVotCvSdXoqdHFTaR8Hzgzcx7SYwj6DmyjxFuBDYbsRkcnomdC1sdkdOBQ4xxT2D6H7qcGVwD3AgI1Nz+xHkW7XS2/WAeBR3JTarmcK+yxu5P5G3B8TEekCPRG6NjZvBT4AnGUK+6fQ/dToG8CdwFIbm1mhmxGRl9YToYs72/8wcG7oRupkCrsWdzXG64F5gdsRkQlofeja2Pwd8B7gzGoqbdtcC9wBLLax2SB0MyIyvtaHLm6U+yBwQehGOqFatbgf2BE36UNEGqzVoWtjsx+wL3C6KezjofvpoOuB24F+G5sNQzcjImNrbehWkwaWAfcDFwVup6Oq0e5C4HXA/MDtiMg4Whu6uOO4ewPLq6mzbXcTcCtwmo3NJqGbEZHRtTJ0R4xyS+CSsN34MeLY7mtwN2cXkQZqZejirsndExgwhX06dDO+mMLeCtwIpDY2m4XuR0RerHWhW02JXQbcC1wRuJ0Q+oEtcQtuikjDtC50gUOA3YAl1VTZnmIKeztwHXCKjc3mofsRkXW1KnRtbGbiVva9CzdFtlctAl4JnBi6ERFZV6tCFzcVNgYWm8I+F7qZUExh7wCuAU6ysXl16H5E5AWtCd1qCuxi4Ge4wOl1i4HNgJNDNyIiL2hN6AJHAjsBi6obwfQ0U9g7gauBE2xstg7dj4g4rQjdauprP/Aj3EkkcZYAGwFp4D5EpNKK0AWOAWYD/dUkAQFMYe8BLgeOs7F5beh+RKQFoWtjszHuvgM/xE0MkHUNALOAvtCNiEgLQhf4JLAtsFCj3BczhV0NXAzMt7GZE7ofkV5X+xIvNjbzgJW4j/trgD5T2Ks6VCfD3VnrSUAfn8e2AncI5k4bm03p0H7xte998PG7eH6vtOJ3aYMZw8P1DQ6rJ34VMPIuV08AJ+FWOKjLQbgFJjcesW0ImK8d/WLVfrmMdf/I1r1fWrNPPL2OR3u+fL1XtO8Dqjt0SyDkR9hBU9goYP1GCrxfum6fNOB13BZdt+99qPvwwuxxvvepGut8eQr1e5mP/dKmfRLy+aqzhq86bdr3HVd36K5h9BHCoCnshXUVsbFZMEadNXXVaJmO75eW7ZOQz5ev94r2fSB1X73QhzuWM9IQ9V+u5KtOW/h4vkar8WzNNXz59ijbfDxf3fpe0ftxEmoN3eqg+XxgEBiuvtZ+MN1Xnbbw8XyNUuNx4DncMkJdo7pT3f7Affh9vrr2vaL34+TUeiJN5Hk2NrsAFjjfFLZrbjFpY3MEbhbfh01hdeMkqZ1CVzrGxuZi4HBgZ1PY+0L381KqO9UVwKPAHppsI53Qhhlp0lzLcK+xbjm2dySwI+5OdQpc6QiFrnSMKWwJfA041sYmCtvN+Ko71S0CbgfywO1Iiyl0pdNWAGtxt95ssmNxU8p1pzrpKIWudJQp7P3AhcCR1cm1xqnuVHcacCvwvcDtSMspdMWHDHgKt4RQEx2Hu1OdRrnScbp6QbywsTkDOAV4oynsXaH7eZ6NzWbAr4H/NYXdP3Q/0n4a6YovZwJ/AZaGbmQ9nwG2ovnHnKUlFLrihSnsw8A5wCE2Nm8O241jY7M58K9Abgp7W+h+pDcodMWnLwCP4JYQaoLPAq/EXSom4oVCV7wxhX0EOAt4v43N20L2YmPzKtyNvK8xhf1pyF6ktyh0xbfzgIcJP9o9GXgFzb2iQlpKoStemcI+hruE7D02NnND9GBjszVwAnC1KeydIXqQ3qXQlRC+DDwALLexmRGg/gLcel5Nu5JCeoBCV7wzhR3CrRy7D7Cfz9o2Ntvhlqm53BT2bp+1RUChK+Gswt0ofJnn0W4fbpmq0MeUpUcpdCUIU9gngeXAXsB7fdS0sZmNW+HgElPY1T5qiqxPoSshXQqsxt9od2H1dbmHWiKjUuhKMKawT+M+5u8BfLCTtWxsdgKOBi4yhf1NJ2uJjEehK6FdCdyDG+128vW4CHgaOL2DNURekkJXgjKFfRZYArwROLQTNWxsYuCjwAWmsL/rRA2RiVLoShN8A/gFsNTGZlYHHn8J8ATuTmciQSl0JThT2LW4j/+vB+bV+dg2Nm8CDgPOMYX9fZ2PLTIVCl1pimuBO4DF1VLodVmKW1L97BofU2TKFLrSCNUyOf24JdA/Vsdj2tjsAXwIONsU9k91PKbIdCl0pUmuxy2B3l8tiT5dA8AfgXNreCyRWih0pTFGjHZfh1sSfcpsbPYCDgTONIX9cw3tidRCoStN8z3cUuinVUujT9Uy4CHgS7V0JVITha40yojR7ra4pdEnzcbmncC7gNNNYR+vrzuR6dMS7NJINjY3AH8D7GAK+5dJ/LsZuJHyDsDO1Y11RBpDI11pqn5gS+D4Sf67/YG5wAoFrjSRRrrSWDY21wF740a7j07g52fgrn7YGvjr6oY6Io2ika402SLcEuknTvDn3we8FRhQ4EpTaaQrjWZj8y3g3cCOprAPj/NzLwN+CmwKmOpGOiKNo5GuNN1i3FLpJ7/Ezx0M7A4sVeBKk2mkK41nY3MV7ibnO5jCPjTK92cCPwdmALuZwj7nuUWRCdNIV7rBUmAjIB3j+x8BdgUWK3Cl6TTSla5gY3MpLlx3MoX97Yjts4C7gCHgLdVtIkUaSyNd6RYDuKXT+9bbfgSwC7BIgSvdQCNd6Ro2NhcBRwG7mMIO2ti8HLe+2kPA31ZTiEUaTSNd6SbLgWFeWEr9aGAO0K/AlW6h0JWuUS2dfhFwtI3N/cCFwFPAq4M2JjIJCl3pNhb3ut2u+v8NgVU2NrWurSbSKQpd6TYLRtm2CbDSdyMiU6HQlW4ze5LbRRpFoSvdZs0kt4s0ikJXuk0fbiLESEO8+PpdkUZS6EpXMYW9CpgPDOIuHxsE5lfbRRpPkyNERDzSSFdExCOFroiIRwpdERGPFLoiIh4pdEVEPFLoioh4pNAVEfFIoSsi4pFCV0TEI4WuiIhHCl0REY8UuiIiHil0RUQ8UuiKiHik0BUR8UihKyLikUJXRMQjha6IiEcKXRERjxS6IiIeKXRFRDxS6IqIeKTQFRHxSKErIuKRQldExCOFroiIRwpdERGPFLoiIh4pdEVEPFLoioh4pNAVEfFIoSsi4pFCV0TEI4WuiIhHCl0REY8UuiIiHil0RUQ8UuiKiHik0BUR8UihKyLikUJXRMSjWaEbEIjSfB6wEpgNrAH6yiy5qttqiMhLmzE8PBy6h55WheEqYJMRm4eA+XWFoo8aIjIxCt3AojQvgTmjfOtB4CM1lbka2GaU7YNllkQ11RCRCdDhhfBmj7F9G+DmQLVFpEMUuuH9htHDz8dId01Njy8iE6TQDS8Hjltv2xBwUpkl36+jQJTmJzH6Md2+Oh5fRCZOl4wFFKX5BsABwGD133D1tdYTXNVjza8e+3lf1Ek0Ef90Ii2gKM2PxY1AP1BmyXc81dwI+CUugOeWWaIXgIhHGukGEqX5hkA/8CPgOl91yyx5ElgO7A28x1ddEXEUuuEcgzuB1h9gtHkJUALLojSf4bm2SE9T6AYQpfnGwELgB8CNvuuXWfI0MADsCXzAd32RXqbQDeOTwLaEGeU+7wrgXmAgSnO9DkQ80ZvNsyjNNwNOBW4qs+SWUH2UWfIssBR4E3BIqD5Eeo1C17/PAFvhTqKFdjVwF7AkSvOZoZsR6QUKXY+iNN8c+Ffg+jJL/id0P2WWPAcsBgzwT4HbEekJCl2/Pgu8ElgUuI+RrgF+hhvtbhC4F5HWU+h6EqX5q4CTgGvLLPlJ6H6eV2bJWtwfgZ2Afw7cjkjrKXT9ORl4Be7jfNNch5uksaiatCEiHaLQ9SBK862AE4BvlFnyf6H7WV912Vo/brLGMYHbEWk1ha4fC4CNgSWB+xjPjcAPgdOqyRsi0gEK3Q6L0nw74NPAFWWW3B26n7FUo92FwHa4yRsi0gEK3c47FXff4oHQjbyUarLGTUBaTeIQkZopdDsoSvPZwMeBS8ss+XXofiaoH9gaN4lDRGqm0O2shdXX5UG7mIRq0sb1wClRmv9V6H5E2kah2yFRmu8EHAV8tcySbluLbBHwKtxkDhGpkVaO6JAozS8D/hHYscyS34XuZ7KiNL8GeBewQ5klfwzdTxtFaT4PWIm7VG8N0KcllNpPI90OiNI8Bj4KXNCNgVtZjJvM8bnQjbRRFbirgDnAjOrrqmq7tJhCtzOWAE8AZwTuY8qqSRzfBP6lmtwh9VrJuqszU/3/ygC9iEcK3ZpFab4bcBhwbpklvw/dzzQtwU3qWBC4jzaaPcnt0hIK3fotBf4MnB26kekqs6QArgQ+HaX5tqH7aZkHxtj+G69diHcK3RpFab4HcBBwdotOPg3gJnf0hW6kLaI03x3YDBjtLPYjmobdbgrdeg0AfwTOCdxHbcos+RVwKfDxarKHTEOU5nsCNwOP4E5SDuLCdxC4CNgNyKM03zRUj9JZs0I30BZRmu8FHAicWmbJn0P3U7PlwJHAacAnAvfStaI0fzvwn7g/zPuWWVICX1zvZ34IXAZ8N0rzpMySx7w3Kh2lkW59lgEPAeeHbqRu1eSOrwJHR2m+Y+h+ulGU5nNxd3J7CHhHFbgvUmbJlbilk/YGbqiWeJIWUejWIErzd+ImEmRlljweuJ1OWQk8S7OWGuoKUZrvixvh3g/sU2bJuCfLyiz5JnAosAfwvWrVEWkJhe40RWk+AzfK/S3wlcDtdEw1yeMC4Ihq8odMQJTmB+DuZbEaF7i/nci/K7PkWuBg4E3ATVGab9m5LsUnhe707Q/MBVaUWfJE6GY67AzcpI8mLjnUOFGaJ8B3gLtxx3AfnMy/L7PkOuD9QAx8P0rzbervUnxT6E7DiFHuIHBx4HY6rprscS5wWDUJRMYQpfmHgGuBnwP7TXWiTJklNwAJsAMueLerrUkJQqE7Pe8D3gYsK7PkqdDNeHI28BhuEoiMIkrzQ4F/B34CvHu612yXWfJfwHuB7YFbojR/3fS7lFAUulMUpfnLcNfl/gq4PHA73lQB8gXgoGoyiIwQpfnhwNXAbcABZZY8WsfjllnyA9yhrK1xwRvV8bjin0J36g4G3gwsKbPkmcC9+HYO7lrTxi9B5FOU5kcBVwC3AO+t+xrbMktuw10lswVwa5TmO9f5+OKHQncKojSfift4bYGvB27Hu2r09nngwGpSSM+L0vwTwCW4a3Hf16lLB8ss+TGwH+5GRLfoSpLuo9CdmsOAXYHFZZY8F7qZQM7HXejf86PdKM2Px10umAMfLLNkqJP1yiz5GbAvMBN3cu0Nnawn9VLoTlKU5rNwtzz8OfCtsN2EU43kMuDdUZrvE7qfUKI0/xxwHu5KhYPLLHnSR90yS+4E3gmsxQXv7j7qyvQpdCfvCGAXYFGZJWtDNxPYV3CTQpZVl8/1lCjN+4CzcDd7P6zMkqd91q9uvbkP8CRws05sdgeF7iREaf5y3MSAHwPfDtxOcNVkkBXA3+POrPeEKM1nRGm+BPe7XwkcHupkapkl9wLvAB7FzVx7e4g+ZOIUupNzNG4tq/4yS7Sip3MxblHFnhjtVr/jCtwf30uBj5VZ8mzInsosWY0b8f4Bd5OcuSH7kfEpdCcoSvONgIXAf+NuXiJANSlkADdJJAncTkdVgXsWcCru0MqxTTmRWt0J7h24wz3/Ud2ESRpIoTtxnwBei0a5o7kcN0lkWTVppHWq3+s84KTq66eadky/upnOPkAJXB+lec8c8ukmrXyD1K26i/+pwM1lltwcup+mqY5nLsVNFjkobDf1qwL3K8BncCPdzzb1D291U519gXuA70RpfmDglmQ9M4aH633tRGk+D3fv1dm4Y319ZZZcVWsRT3VG1JhTbVpaZsmSOmu0RTVhZA2wFW5Fkrbs+9nAELAp7lhuV3zSqe7BewPu1pDnAx/G3/PVtTV81Kk1dKtmVwGbjNg8BMyvs2kfdXz9Lm1RPV+XABuO2Nymff8M7qRZ1+z7KM23AH6Eu8RxpK57r7QpW+oO3ZIXRoUjPQPcW1sh9yLaoMN1xqoxWGZJVFON1tC+b6YozdcAo92VzMfz1W01xqtT276ve2HKsVaL3QC4q8Y6u3qoM1YNrYg7Ou37Ztp+jO0+nq9uqzFendr2fd2hu4bRRzuDZZYcWleRcUZVtdUZp8aaOh6/hbTvm6nj+yXwPvH1+qpt39d99UIf7vjHSEPV9m6r4+t3aQvt+2Zqy/PVmtdXraFbHWiej1u+Zrj6WvuJJx91fP0ubaF930xteb7a9Pqq/ZIxEREZmyZHiIh4pNAVEfFIoSsi4pFCV0TEI4WuiIhHCl0REY8UuiIiHil0RUQ8UuiKiHik0BUR8UihKyLikUJXRMSj/wfJjF8HuxBVfwAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -464,7 +452,9 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -476,14 +466,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -491,7 +479,7 @@ "# Distance matrix\n", "N = x.shape[0]\n", "M = y.shape[0]\n", - "dist_mat = np.zeros((N, M))\n", + "dist_mat = np.empty((N, M))\n", "for i in range(N):\n", " for j in range(M):\n", " dist_mat[i, j] = abs(x[i] - y[j])\n", @@ -519,12 +507,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from scipy.io import wavfile\n", "import IPython.display as ipyd\n", + "\n", + "%pip install librosa\n", "import librosa\n", "import librosa.display" ] @@ -599,14 +589,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -615,7 +603,7 @@ "n_fft = int(0.025*f_s) # 25 ms\n", "hop_length = int(0.01*f_s) # 10 ms\n", "mel_spec_x = librosa.feature.melspectrogram(\n", - " x/1.0, sr=f_s, n_mels=40,\n", + " y=x.astype(float), sr=f_s, n_mels=40,\n", " n_fft=n_fft, hop_length=hop_length\n", " )\n", "log_mel_spec_x = np.log(mel_spec_x)\n", @@ -634,21 +622,18 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "# Mel-scale spectrogram\n", "mel_spec_y = librosa.feature.melspectrogram(\n", - " y/1.0, sr=f_s, n_mels=40,\n", + " y=y.astype(float), sr=f_s, n_mels=40,\n", " n_fft=n_fft, hop_length=hop_length\n", " )\n", "log_mel_spec_y = np.log(mel_spec_y)\n", @@ -657,7 +642,7 @@ "fig, ax = plt.subplots(figsize=(9, 5))\n", "ax.imshow(log_mel_spec_y, origin=\"lower\", interpolation=\"nearest\");\n", "plt.ylabel(\"Feature dimensions\")\n", - "plt.xlabel(\"Frames\");" + "plt.xlabel(\"Frames\");\n" ] }, { @@ -669,7 +654,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Alignment cost: 0.5887\n" + "Alignment cost: 0.5899\n" ] } ], @@ -689,14 +674,12 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZoAAAIuCAYAAACGtc6dAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9d5ReV5Yfhv7uF+qrnFBAAYVUCASIRAIkwUyCJJjJnmGPZ2RZTxqF5ffs97Se5SVLM5L8JN/RLC9bwbIVLM0ozHgkj0aWLE1PN7unA9mBzc7NZs4BhUBkoHL64vtjn1P3nN+9371frCqwz16Li/jVjd9N5+y9f/u3vUqlAmfOnDlz5qxdllrrE3DmzJkzZ59tcwONM2fOnDlrq7mBxpkzZ86ctdXcQOPMmTNnztpqbqBx5syZM2dtNTfQOHPmzJmztlombuFj6T9hcZ+9jo7YnfHy1EC/hUuXrtjrp+1xLjU0aOFKf6+FyxNnY4+f3rrFwtfu3WzhYs6zcPfVkoX7fnbePv7srH2AjRss6C3l6QTs31NZXLKXl+zjVZbt7StLyzam9ZPMS6ctnBros3D+8E4LZ3/8XuzxvAw9HrS8vGyfb6qry15Ov4fPb+GZoxbuPjtvL9/WY+GuC4v28fL2+ZR67Ocvc8W+f5XOLK2fs8+vVLYwUvbzUvFsXM7Zvye9ULDxnP37y3y8RXv9Cu3PK9i/LzVtX5/SxgF7Oe0Pl67a+8vav7/SY9+vwmZ7f4UBe/30on19KjRNraTt65MfsJ+friv0vlBlRbGbnt+ivUJ2xt4+fd2+Ht4CvW/0PiJF7+fcgr180H5f0GH/ft5/6fxFezk9H6DrXebvCRtv7/EFtq9/4veY3t/y/HzsctD7iXJC6Qu9H19f/D+9Kms6j8aZM2fOnLXX3EDjzJkzZ87aam6gcebMmTNnbbXYHE16cNDCHuVMKhSzLO8ctXC+y45RdmTpcEXKWeTs9TknkN600V5O8jnl3k77+L0UU8/aeGnQjkl2jw5aONVv5whKfRRjL1LMNF+0Mf9eOl+PYsapPMXYKYcDiqlyTsfLUcyWj0/GOTGUy5HrrRjt36McFOcAUixvRL+30G3j/JB9/xY32Pcn32ffj+y8vf9UwcaF3iELLw3b1yNFKbASXT6PlmeW7P2n83S9KEJd6qYYfcZeweuzD8g5j45J+/oWtg7b29PzV+60f1/p0A46vn2AUqeN+ffy9eTfV85SzoNyNMVOet+GKefBl4+elwrnyAbt968yZOP0cvzzm16038/MNcph9Ns5q1KPfb6ZKfv3psub6AD281qh9y9dGrHXn5qxoNfTbS/nnGHC94S/p/z9TPXZ32/+niBDORreH+e8+PxizHk0zpw5c+asreYGGmfOnDlz1lZzA40zZ86cOWurxQbxQzFDitl5nXaMtJy1Y3ylHMVwF+w6CN7eI952hWOGHCOkGGWx347xF/ooJk4hx0KPvbzUGZ/TKFLMlmPSzDvPD9h1CV2X7JxKesmOGaemKYfDMVjav0fXpzJv1wV43XbMmetOQpZKmHcQzz/EwyerdNH9Ldi/l2P4xR6uo7D3l1mknBzl3DinwPcnlCMpc47HPl46TzkZygFk5+kES3R/+H5REobrclK8PdXRpAvx9y81Z+d0UvR88fHyoz203N5f7qr9vpYo55qZjY/Rp4r2+1jsopwQXx/aXYUerzI/f1Rnw98bvp4pyqFWuu3nk61M3xtvnup0uC6HnndwzpWN32/OyXJdC++Pj1+wl3td9vVPPF7S95ZzNknfC3PVmtd05syZM2fOGjA30Dhz5syZs7aaG2icOXPmzFlbLSHITjE94nFXSAsotDnnMIoUI6U6AW94kPZPMcaEOo9CP50Pnz7VXXDOJj1vxzhTFJPtvGZrFZX7iHffa8doS52kXUUx49D15RgpxWQreTumynU4oZgqxbTTM3aOKBRj5evL2myddkw/JGxEdT1cJ4De+DqY7vOLhOn0qG5jcdR+PjILlEOkHEA/5VQ6Tl+zD0B1AeUNtlZfhepQuG6KrcLac9O0PuWsyj30vHMMnt6nFGmpVfj+8/mQllqxy8aFXnv77Jz9/JW6uY7DhpxTLJG2INcdcc6G62YKXfR7KSeTm7b3l16Kz2Hx9UnN2NpfoOvfcZW0wVj7i98XwhWuO+OcyJCdww3VpfD3gbXQyvHaZ5zjDmkzsvZdQt1dqI6HzyfGnEfjzJkzZ87aam6gcebMmTNnbTU30Dhz5syZs7ZafFCOcjChmB/FmJmnnqX2C163XZfDOYeQFhj3R1mOz1l0fWrHWLs2DVo4vUwx3hnmhduQcx4l6q/DxnU4S0MUE6e6lsyCHWPtOUUxfIrpct1RaDnlQELXk3n4oTodFp+iGOzVKRvz+fDxuA6Ll3MdBdWJsFYY52SW+ylnUqE6rg7OOdD+99laVZ2f0gNLWmLgupxuOybO95/rOvh6ct0Ka491Xrfvb4FzJJvs65uhHAX3d0myDnofljdQzrGDf48Nud8T52iorAa5mficaZbeDy8hJ8TLQ1psVOfHOQdvgXKM3F+KcxSsxUb75/2Fcjycg+X3OSkHTtt73Z1V1lTrL1FOvNNen7/nnEN0ORpnzpw5c7ZuzQ00zpw5c+asreYGGmfOnDlz1laLz9GwttDicuxy7lnuLXNDD4phIqHnNfW7qSyyVpodY2QtJtaqWh6kGHIHxWhLdsy74zrVbYxR3QzFrLmfydw2rgOwcceMjbsu0vlTDoTrlkIRUuLhs/ZSqO7pynUbU8w5lPPhHA7VRYW0mdg8jtlTfxruRzNin+/ygL1+keosKimuE6Hr3ck5BD5Bu2d8qsB1H/b+WWut0EPPAy0v0/ORJumsMt2eAmlxcZ0J15WUFxK032j7cH+ZhOVcRpPQf4b76/D++X3huhw+gRKlIPj9yWY5B8bXg+qaeugBoOc7NWN/b0J1Z/x9XKb3gdcv0XLenupuQtqFlPMM5WQ4ZxPqZ0MPGNftUR1chbfn/SfUbZnmPBpnzpw5c9ZWcwONM2fOnDlrq7mBxpkzZ86ctdXiczRcd0F1LaB+B6wFFTLuZ8B1HGnu4U0xyTnSJqLtFzfb5zO73T6f3BT1F+Ge6NzfpteOmXJOgWPW3E8jY4dYw/01OIZPPPwU95vpIu0kzmExT55yKMXxUQtnOQfEMVraf0irjnM63JOctZ0oZh3qP0T74xxbx6yNWSut5wLVIdD9TM/Fn0/64qSFy0P27+ngGDzF9Mu9dg6vOED9eEjrLnuNnmfOseVIW5Cej3JH/OubppzpMtXdhPv50OlQzmVxQ3wdTZpSuFTWFOonVLQvF0od8TmtfL+9fddl+3yWC/b2PZfp/nBdDWsxphPetyLfb/v+pift+xnKkbI2GX9fua6H6u4Scyr0/mN0o70/fh/pe1zh7zEZ1/FVZmerrBk259E4c+bMmbO2mhtonDlz5sxZW80NNM6cOXPmrK0WH+TlfiQcY2S8aMcAOcbJOQCvl7TPuN8Nawextg7F2GfH7O0Xt1DMm9Yv9FBOYNk+XmbR3j5P63dQjoC1njgnw1pOmQXWeqIkD51vajo+R+UxTz6hp3elj/rLcIyaefzE80eI9891TlSnQDkYrnPJ99sXbG6MteIQixdICy1FKZWuKxRT5xxQH/0+LlTi/kbTdky8TDmVMmuDUU4qk5Bj4ftb6o7PGfDzw1pxrL3GOZGuy/b7m5mjOjTqv8R1P5zjYS03vh+hfjaUwyqV7R10Uh0aa5t1X6X+NIvx/WpSlLMr9VMOgt4H/r6l6HtUGrZzeulrCTkMfj9ZW4y/d7S8wnVsOTp/1ibjHDu/r1yXs8zfc8o5onZzHo0zZ86cOWuruYHGmTNnzpy11dxA48yZM2fO2mqxQeLKEPVf4f4JHMPkGOMSBW2H7R7Z3N8m1C+CtbUSemx3UEyZtcoyJF3E2knMq5/ZaV+e+W32+ulFe/8dM/ZyzsmwthbX3aTylBPrpCA458Qo5xXKmVDMNTO1QMsp5kr3z+PrzT3RWbuuh3j/3H+FYsZcB8N1SctDNg5rc8X3qOccDotvsRZYkbTyOMeQpZxaKk/adEt0/YqZ2OWh+0n9eDink2ZtvjwnPWzzpguxy8sddP8o55Oet5+v4VepbovfV6qj4/2nqA7Jo+sRysnS9ShTzinUz4iv/8Ur9vlt2mBjej4zV+fs82FtQO7PRd8LPn6Zclp8fdm4DpG100LvJ58PayFyTpxyMqF+Unw+A7b2XyjHk1B3Y5rzaJw5c+bMWVvNDTTOnDlz5qyt5gYaZ86cOXPWVovN0YT6z3AOJkH7zJuZi13OEb4KxcgLpBXVeZ1iqBTzz/dxjJ6PQP1D+u2YaXaW6gy4XUWa9tdl4zzitaM4B7G0wV5/+mY7J9b/PvHwKaeCWbuuhutgvElKGmU5hhuvfcTaS3y9Q1prrN00QNpnoTose3HnNfv56rxK2lRUh8NaXZ2TFLOnGH7nNfv3ZRc4Bk45KNLGylyjGDcZ15XlSGuM+6OEcmwJdQ9cl8HXo8Ixd95+3r7f5Q7OqRGkupFQPynWektTjpD2V+qxn78y1a2wNh1bsZtyPpRjSy/av7djwc4xsDZcasbOWXJOJZQz4RwbGX+/UtNUh8bvF2/fS99P/t6yJeRsy1wnx3V6nAPnnBfldCqdHbE4zpxH48yZM2fO2mpuoHHmzJkzZ201N9A4c+bMmbO2WrzY0iLF4KmupnL6UwunWAuLtbc4hj9r51xSlUF7c47ZcoybchTc7yI7T1pmFGKvcM9riin3nWOtpPh+KhwzzixRvxXi3Sf1s0nNJfQsX+YYP/HqF2j7HB1gkHjyVHfjXZuyMV3/8rSdA/I4R7dM95ti/Nl5ypHN2L9n00/itcQ4h1LKUV0W3c/MAuUsFuPrTLBIMXK6f8V+KsRKmLbl++z7k51jbSvaHWtzcT8UziFQDN6jnAFo++Vhe3nXJdL22zZo768QXwfCdTOcQ0sv8/tk/36usykMUh0Y3b9UnvY3RzkKep5T1+zntdJHhVb0fKf4+eCcCeVMS530fHr2/tOz1C+Gtcty9v0oUh0d97sBf7/IKnQ+WKhHnQxhrTXO0XKON8acR+PMmTNnztpqbqBx5syZM2dtNTfQOHPmzJmztlq81hn3mL5y3YLc07oybfP8uX9JqKd1hrWb7Jho+ir1Q+Ae9mU7ZttFdRIcs+cciEf9Ljpm7JxK7xmbB99zjrW7SDtrmWLIC9S/YtbOmeR3DCPOQrz7POXMaP3Q/WLtI9aWo5yPN0M9zzlHRjmfVD/VKczQ/e+gnB3trxzqEU/aWXT4pU12THy5z14/PxCfA2PtM69EWlQJ0k0Z+3FAgcqE+HwrnALkfjazrIVGWn2s3TdDzwPXvZQ4R2ivv7TBvh8lyqEUe+zzWR6g+0HG71Oh2/7BacpZdsxy3R3l7Obs7Wd2UP8dvr70+7uv2Ot3n6M6Pnr+QzmXbLz2YqjOh6/3LGmLsRZdQp1airTlKgn9irjOsTzcV2VNtT/K6YTaLS1QXR71CwvVVdZhzqNx5syZM2dtNTfQOHPmzJmztpobaJw5c+bMWVstPkezSDH5QepPko7vH1PhfgidVHfA/UpYS4ligqEcDxn3f+Ee5RnqJ8IxdMZlzvEU7e0LFNPuoDqD/IitNZSiuot8P9W90PE7TlNMmHMqfXZMtrJASQQyvp+VjYP2/qh/SSjHQnUyHOPmOprQ8alfTaGb+oFQnUmqGF+nlGSsNZdi2n8oxxGPi/TzOAfEOZospQgoJYSOWdLK66WcCbf/YC27UI6E6lbylHMZjNfyW6K6mnLG3h+fP9elLXO7lxLXsdnH77zGOaX4nFvBfp2QZqm+bvv3ljrt9yN33f4B2Vl7B5zT5bqp9ALnXOwbUOq335fUor2/zGX7+1XcYCf50tP0vSUttpA2Gdf90PqzRzdbuJNyoFx3lOIcb5LWGue8Ysx5NM6cOXPmrK3mBhpnzpw5c9ZWcwONM2fOnDlrq8X3o+EYPWvfcD8arovpocIFWr/C/RI4JsjaZnz8jviYfppSOuk8x/zt/XVdtc/PIy2lFGkzZTo4yWND5t1npuwTWtpI/TjKXDiSwFtnbTHWOgv1n6B+E5fsuqgK30+K2XJdVCjHRnVQjFOcY6LDlbrs5Vf2289ToZdybCzl1UXaV8sUw6YQNOfEcpNe7PJQf6KO+OeJp3Gc0ynR+ZcoB5Sm289Sd2xcV1JO8x94g3jMObFSJ9c92evnB7mfD2kPTlLdGV2vpY02XtxEOZAeur8LVLezyEk30l7LcN1QfN0Wa9F5Bfp+ZTnnQe9LgZPGdL5Ud4OLV208QDlYqlNk47rGqd32A9dPz0P/O5QDopxL8cw5e/HWMft8XI7GmTNnzpytF3MDjTNnzpw5a6u5gcaZM2fOnLXV4sV0uE6GMNdloMCFCxQjnZy0F3PdDedwOEeQ0H8hO2sfP9sbn0PhOgrun7E0SjmUoo0r3E+G6mpYe8rbYMdQO0nLjftzgGKurBUW6u/DdRacUylxnZOdM/JIuyxUF9VF14P65Xisrcb7o/PtmKX+KXy9QnVRlEOh65GmG5qhmD3n7EL9XyiHwzk93sDjpAhZmV6f3JSNM8uUA6GcEj9f2evxdUWc8yj0UN0MPU6cM8qE+jURppB+3m5PBS9UdsE5Exvy+YSMrq+Xj8/xhHI0lJMqUo4pN0V1cfS9yFL7F9biY+01fn65v0xlkb5nc3RBWRuS+oEhRc8H53Dp/eP7xzmqUD8c2j4zvsNenwq7QjnlGHMejTNnzpw5a6u5gcaZM2fOnLXV3EDjzJkzZ87aavE5mpEhC1a4roVi5BzDr1y4bOEUaXOBY5BcFzI6Yi+fpX4JVOczud8O+s6O25tz/5lCj33+81u45zn304jvd8KYtbYA6gFOIdaBCTsGmuulmCtd/47L3EOcY+Ics6acyKcUlKd+M2yhfhyFBG00NsrBcT+auc32BVw4ap9Pb6/9vOSydoy5O2ufz9U5u04rv2zvv1ymHMZSfF1Ars++Yd2ddsw9k7av7/Sc/TwulezjTU3R9eqgJAflJBbPUw6QcxD0PBf6KMeW47oqqlvZYh+vY8rGvD+ua8kOxmsRco5m/nq8Nh7ofFNZ+/kpLNjXo0Kfs+wcHZAe38UN8XU2Xtl+/zpJyzB7jb5HS9Q/i76HmLHF77iOkHM0HmuPceES1S3y97TnvH2+3Zfic0R8PhXql8N1jpX5eG1F05xH48yZM2fO2mpuoHHmzJkzZ201N9A4c+bMmbO2Wnw/mi6KGRJPPNSPgOtsinZMj3vMo5NimMTTLmy0ifqhk6X157bZMdblMYpJzlNMt4NirtTDPb/ZPv9CP/U4n2HtJMrpTJO2EYWwQ3UiXLeRoJ1WHLRj3JkZ+wChnucsJcfaaBwTJl49a69VKKeTGh5EnHHdC/dPWaKU3KYNMxbe2W/XYQ132DHiDmpAdLnHft4Wivbz3JG217+yaPcHKVEOp7fD/v2ZFOUQQoVati0V7OdrdpFi4FnKqVAOhesiSrlK7PJE4+eL6lJCdTHl+DqVcolyHtSPJptj7bB4bbgKFaqkKUdT5u8N5VS5Lq5I0oucsy1RzjDH0mKs7Ud1MiEtwVnWEmOxO7rfpIVW6aac9QJ9QCjn6fXZz2/veft9zp26Yu+fjp+kNRnqB7bBzuHHmfNonDlz5sxZW80NNM6cOXPmrK3mBhpnzpw5c9ZWi+9Hc/aSjSmnUp4jHjnVvaQ3bbRwiFfOdTmUA+B+DR43UQ9p79DuqS4iM091MAWqG6CYbGHa3p5zLt0XqOf7QLy2WpFo82zFbtres29Px2S8Nlpqknj6vXYdR6mPYr7DA/bxSIssFLPl6z1g59BC2ksbBm3cEd+TnuuO5pbs5+Vi2j7eXMFezjmaq5RzWSra1zNNOZapOTuIX6IcQ0cHBfnJikX7/i3PkjbcAuX4Zikmz9pj9Lz2n6LnrY/qwigFmpm3j8daXvy+sFYY13ll6XxSlJMpFrkOhc4vQ3UplyiHSOdT6LfPt0zPT9d1e3lu2t6++zL3J6KcBH8vKAednafnn/sTdZE22ALlMPup39a0/X6yeYu0Pb2/oZwN74BzPFxHR1ZZoBzSEL3PnaRd2El1PPw9jjHn0Thz5syZs7aaG2icOXPmzFlbzQ00zpw5c+asrRafo+F+JtzznfqleNyjnrWxEnCFYn4p1uKhnBCoTifN/UTmqX8F08Sp30Vuks7HozoYill3XSsTptOj/hfzY6QdRTmbqb328m0v2L+X62KWN9gx2868nZNg434a6YQYa6XXzkl416bs5XT/WOssFCPmOiDqR8L9P6Yv2xdovpPqhqguo6PD/j1Li/b5lPKhQg0Lcg6lkqa6n07KUaUS+nHQ8bhuhPvlFLvoenIdS1L7D1pe6uA6m/i6G67rorIfFHq53wphqkurUI6LG7jkhyjnk4/vX8PGdWvZBcoJddH1ppQE52BKHfb9KnZRjnSKc8b2713ePmgvp7qadB9pQVJ/rcykfYLLW+ykW+cp+wNTHqT33eO6Icqhjdrnl+Lt85yTovelQL/f9aNx5syZM2frxdxA48yZM2fO2mpuoHHmzJkzZ221+H40rHWzvFxlRbWcYo5IU8z+oq21442N2usXKMlSIB43aQVVBm3ed+cV6sGei+8ZX6AQZSXFPHrO2djr5/soBk88fM7RpKndS5mlkggvjtlJDNZCYy2nMvPeE0Ko3CM8RTkY5smXN2+w179qFy5U+qgOpce+/+k5+4S6rlJ/E7pfC5P2/S4MUgye6qDQaz8/XCeVyVG/n067cGeR++lQHUgqQ3UZ1H/GowtezND9Im23QpHq0iinUuqmnE05vg6GcxZFzqnwtJKe9zLliFKUQ6rQ76l0Ux0XXZ9y3s4RpOj6c4awxNd7iepoeuh5zNrLl8rxdST5fvt5ylBOrnOazp/qvMpZ6p/DKWf6mvLxKaUVzqF02TmZpQ1Ud/S+/bwub7Tfx0qGrhd/H3L2CZa66f3P0x2h82UpPW+SxeCqm/NonDlz5sxZW80NNM6cOXPmrK3mBhpnzpw5c9ZWi8/RcP+EQRJTunjVxpMkNkTaZymKKXJ/E1CdBPdb4P41FcZcF8B1CGQpSglxDmZhC8XUe6lOIKH/RyXNdUWknTVt496z9uqzW+3r3zlJ/U8KdhB1adTO6RS7qA4oTzHoHNXVDFCdCvH6WdsJI7ZWWmrGXj/D/TMoZt192b4Bl4/Z51/eYe9v85AdE97QZS8fztmFONeX7TqcC7P28zvSbW9/nbTMOGdQIG2vbJrqaihHs8g5EIqZLw9zTpOD+FR31RdfZ1Lq5JwLi3nR/un3eSXOaXKOxt68skz9Zygn5lEdUZmPR7+P63xC509W6aTneZGvl70+v+9cF8fG/ZK4X0zvGfv5XhijurZrdk6FcyBZyumWqY6n5yKdIOVUM4v2/jJTtpZaucO+YSmuk7lq93fyeuznv9xL3+P42xFrzqNx5syZM2dtNTfQOHPmzJmztpobaJw5c+bMWVstNkdTIm2c9IXr9vLxMQt7ZaorWLJjlBzz8y7Z+6uMDtvLF+2gKvej8ajH/dx2ioFvsmOSWeovU6YcS8cMxWQP2jkBvli5Dnv/S8t2DLWY5xg29++w97g8RNps1J+l0EM92EkbDEtUh0FlIQsj9vH6z9jLU6TdVO6xc2CpAtUxkHaaN2/nPFgLD/R8LIza+1/YbJ//3s123dXWbjsHWE4Qw7q2aMecl/L2/TmXt3NMFcqhcU4hRTkXXj9F/W24P02pSA9c0jSPj0frd14nLb2tlIPJ0vtIdS6VRapLIy23ArWE5+Up0pZLUY4lnaEcQia+7oitq8N+AeYW7eelt8vOYUz22jm5pRn7BQjV5eRI26yH6n4op5Obsc9/fit9z+jnLIxSHcy1+Oc1Q9prFaoTWtxr57wzs/b1qaTt/Zf67d9f9Kh/E/Wbym+x6xJBOaQM9QcrDdP6MeY8GmfOnDlz1lZzA40zZ86cOWuruYHGmTNnzpy11eLraLh/DGufUR0GStxUm/tfUAyUYviFfjvmWRyzifBdP/zAPp0+e3l+gx0T7tpo5wyKg1QHQTHjBRI/6+20g7RF0lLiGHJfpx3D5PW5R/01iikveDbmnvJc51CiuowlqsvopH45y3YKDMWr1HOd+vEUKMabXqT+PwsUI6YcGyhHh4x9/TmHxCmX2bwdU54o2/tPUVC8K0PnQzmUDNU18fZcJ5PhHEMqvpCAcw7Lnh2jZ200UFmSx68P1amwtlnJvjyo5EiLjXIqHTn7+hSpn0+ZtcJo+07ShsvS9dk6YOfQ+Pp2UEOoyWU7hza3bP8gfl8GemyxwO6sfT5L3fbnbJ7elwrtv8z9hnrpeaEc6CK9X6yF1nXdPt8M5UxZCzFFuNTJ/ZC47i5Py7nfkX0/ip3xhX75rXaOMjNLWoGkjVahupz0Nad15syZM2fO1om5gcaZM2fOnLXV3EDjzJkzZ87aarE5Gu/tj+0/jG2O3Rn3h2AtodQSxQD77RhtsdcOWrPWV/bAuIUz1ymI2m/HbHcM21o+JSpEmFq0c0STHXaOZBvHnKlBQ4qC5vky9U+hmD/HnEu99vlcoRwNa1fl+0mLinj+XBeUm7JxiRpiLA5TjPmKfT7ZafsGLmy171d2ju4Prc91VEuUc5sfi+/nM71g358lislnKefBObHODNUJcB0LGackOcdTSsi5cY6DjeuqKlRnk+kiLSqWPqN+M4UhOyaf7rcfiO5u+35s7LXfF34+R7psraxwjsU+Xp4euDJr+ZEW3KUF+/5fmLTrMAr5+JQx97dh86i/TIq02nLTVNfE2nBZer+LrHVmH6/7Cl1/0h7Mzsb3d2Hj7yfncIrUP4bPp0R1MLmr1ACLjbTbKinWtqPvzfkZe/ty7eJnzqNx5syZM2dtNTfQOHPmzJmztpobaJw5c+bMWVstPkezY6v9h0WKwS/bMchKV4aW2zFnj/qTVIapYQQZhYTDxtpqFFPuztgx6+tLdg5kfonrROyYJNdxcB0Fx7g5R7BA2lps+WJ8TJq1kbovEu+e6ii4X0TnNbo/1F+Ic2jc47zUSTmYOYpJU11NqGd5T7wWVMG+HaGYOdcpbe+3c258PzrTpI1VsC8QPx+cg1lKqJthzPvj5XN0/qyltVSg94X2VyQtPW+Q7j/VrfVRTma0165z2N1r948a77xm4d60/X6eWbb7R11Ysusu5or29Z0v2O/T1Tn7Bs9cs3Fqhp9H0vIj7cHlDaTVRnVXnVfi581UxgMqm0OR6vBSdH/4+5Ci/jv0+IVsdozepwWus7HXzyzHa91lFilH3Ef9cijpuDxE/Wzmqe6Gns9l2t/Qop0DKvZyIVx1cx6NM2fOnDlrq7mBxpkzZ86ctdXcQOPMmTNnztpqsUmCSncuFrOlKGbP2lblATsoWuyz99d50eb5Z6j/RGaaeOHUQ7syaccM38pusY/PWk4X7RxCjnj3E6c32sv77Rh4Ydm+fCGef3z7CXjz9vpdl4lHT3UyHJPuO2tf79wVW9ut1G1fj+ws9ceYppzLEmlfUb+Z7Az1B6Ie5IyLg3bdDdcRcF1PpYNyHlSHsVSyz783Zd+PdChHZwfNp/P28vmCvb8C5Ty4DiQpx8N1JKPddl3KYtE+3nSKesxT3Q/bYM5+/jOUxBzI2jmWAgX15ymncobE764u2+/nqRl7+dySvT33X6pQ/x6uG0pfJ+03er45B8I5i47J+Hlx5/X4nEd+gOrGLlNOllLG+X56nhbiX2jOoZRJqyw7T3VJ85RzojqW9DJp13HOhj43nJPlnEyacjqpYrwWW8cc5SQLtdfNsDmPxpkzZ86ctdXcQOPMmTNnztpqbqBx5syZM2dttfgcDcUYuT9BesaOkXN/mvwmmzfPMT7OAYB61qcXKOY/YGtfpRftGHxm3h43C7OUU6L+E50zxIOnmHGGYsrFSRt71NM9U4qPMXOOhfuL9JyP71fB63M/jMIA163Q/ojnnyrEiy/x9iwGtrSZ7i+dLyjmHOqJTref+6lwjmNDzs7hlSkJxv1OWJtuQ6e9/Y5euy5nsRRf9zSQtXMkOTpeLxUmFegHsnbY6QU7B8L7Z+Pz45wUL2ctMu7/wtpts8t2Tm923n6eCvNUN0FaYPx+edRPJzsXrx3GObxQ/53O+BxFaTo+h1KgHEw3vW+ZOeqX1E05CtLK4+8F5zxKHaS1NmvvLztjPz+FPtJK7CHtwTn7Bc59MmXhhb3289QxTTlU1k6juhmuy0nx95rqJEu52v0U59E4c+bMmbO2mhtonDlz5sxZW80NNM6cOXPmrK0Wm6NJzdq8/GK/rXWUIi2swgA3MeejUU6E6jZKlGNIsnCdB+WUSNur1BPfH4J7hGdzrP3FP4hizpxz4JwMbZ6mup3sAvV4n7Fx7rqdA1jaaF+vcgfV4XCMle42x5D5ehR6qGc4aaFxjDdFdSrlLOVoKMacoZREaYhyKpST2dZl51RYm6ubCo84R3IhP2jhPtp+JDMbu7zTs8+f979UoX5KJeqnU7Gv52yHff+u5+0cSp609GYL9vppSmJwXQ/X7Uwt2tvPTdnH45RcJkfvC+Uk07Ok1ZaQo+S6sDJ9Lvh5YMvMx79vZUoh5SY5x0nPIx1vwxv2+jM76fmmHOfAR3bd2tJofJ0h19VkFu0LVA7lPEg7kPrVFKj/TOdl+wcV+u3zKXVSToa0zkI5ecLpMl/PhAY7hjmPxpkzZ86ctdXcQOPMmTNnztpqbqBx5syZM2dttfiGKFnqn3DNjklWOuzlHVfsmLq3QP1rity/xo4hljvtIKtXim9Is7zZ1mbqvkRaPTOcU+CYsr2/MpVR9HxKdSMjnAOy1w/XqdiYtY5yM8SrJ22hdJ5i8BQz7bxE2mbUH6JEdU0ZO+WALGkt5Qft7TmGzNptXZfs+8s5Is75sBZe10XqN7LFxvMl+3y4/wnnZNLUkOdq0S6cmC3aOYosPQDTJdJmI5uCvZxzNMv0AF3I2znN96ZHY/d/YcaOuReobiOXpbqIBO21+UV6HgqU1Jjjfjj24uIyJx1tyDmZCtXRpJfs54FzlJyz4bqU5UE6PJ1OZoGW0+PH71uonwtph2UW7Odn03X6XlFdWKmb+9VQ/6Il0hLkusAe+3npmLQvQH7Avn+cc/WK8TmSLNU5pq/ZOUj+/qJEOV3Stizx+U7TDYsx59E4c+bMmbO2mhtonDlz5sxZW80NNM6cOXPmrK0Wn6MJ5VTsGPfyBhtzzM6jHE6pi3pWz9hJgxTldIrDpKUV0u6yY4rFTtL+op7gJSrToZbpoBA/ljZSTJalsCimvUz9KziHw5adtcf5/gk+nr2Dvk+pvw/VqSwPUJ3ScnwMN0U5oFInxdTp+rK2XLmTYrafTlt4YQ9pL52zg+oDp+2cx9Qt9u9ZojoQ1gpbopxILmVj1kLjOpUe0iYD7AeE979MNzSco7GXn1+0czSX5+wHco60xDpydgw/nbav/zL1sO/ssO/HUp6uB+2vq8+us1gmba25Oft8Bmh91j4rFSjGH3of7POrXInPkc7T+8r747q0VJ6e/2Gu4+K6Mtp9SDuQ6lZIS5CPP/S+/f1aGrGvz2Kv/Xx0XyRtuo30PVzi68PaafR7lu0LyN/X/ICNe+j9rWTt8/MW7e93meokK3R9Kq6OxpkzZ86crRdzA40zZ86cOWuruYHGmTNnzpy11WKzCF7ejul5FENknnih144Jcv+EkDYO5VwqXTZvnOteOibtmGhp0I4Rh7V37KAq8/aZh845jzJrKeU4ZmovD2mdZeJ7mHPdTr6Pe4ZTTHeDfYDOSeppT/tnLbNQD/VB+/rmJikHQ3U44ToIOn6etcy4DoeuL11vtiIVPnBOhI21yDZlZyw83Wlrj3VT4QZrp3GdDR+/QDmZ5Up8Uq4jZe/vSo+dlOjJ2OfDv3+5ZO+f++2k++w6iUzKTkJwv57ZvJ1T+GSB6tooKZHJkDbXRvt6pTP28ZZm7P3lh+h5qcTX4SBLSZQ85RDL8c8n50g77BQi5qlui7XQui5z/xZ7+cxu0oqjaTvnhPh7l1mk7wlpK/aeJi21TfbzW6AcTO6anXPMXef+X/YFKdL3M9Vjf9DS81SnNk/9ljbE151Z+655TWfOnDlz5qwBcwONM2fOnDlrq7mBxpkzZ86ctdVig8pLu0bslReIh53UE97juhbK8UxSncAWu26m84LdMz6/0V5e7LLHyVIXaZtRCJFzJull7g/BMVl7+8IgaY91clLEi8Ue9VjnfjRc58MxWwqxh3IgiyPEwy8n5JQSerbn+0nLifplcMwbQ7a2GNc5Le8YsvDsVnr8KvYP7M1SzJkuAOdQulP2+v0JOZcFamDC2mn9KbuOJE85mjQlBXro+CkuzCK7XrJzNKXQDbGNtdiu0wPKOSTup3N6cYOF56gOZmTIzvFs6bFzXHlKenC/m+WivXySckRLC6Sl12Hfj2zWxsUi5aiuU45iKF4LsXfCPp+lTfbyYmf894DfP+5vw3U2HaRVyHUwhT77eoXfb3pfue6Q3nfu77S0yf6AdJ+iF5RyqKkuyjFuoJwNfa+L3aSduBB//a191bymM2fOnDlz1oC5gcaZM2fOnLXV3EDjzJkzZ87aavF1NBzjp5hexyU7h8JWphgj87oLGygJwlaJj4lmFjkGbscQOSfDOQrOeXRSDHZhSwLPn3j96KDz4TIRztnQ6hnqn1GmOpjlIdLuon4SoR7tlBPiMg/WbloaYTE320qUowlpTy2zFhrVfZC2GtcRpQfsHEmGLtBI1s4h3JS7ZOHNaTsmvTFNTeE7LlpwinI0s2U7xj1fsZcv0folusEzlGQr0AVPyuF0k/ZaWMvNvr6dhMv0fHHOZzRn51x6MvbxOEc1kCGtM/p9iyT+d71gv88fYqOFp+h54X468zP2/lNUR5MdpIZKZNxvZ36HjbPTVMc1aB8/Oxef4+XvQ0hrsN++3l1Xuc6Njkf9oAq9VCdE/WEqGfv3lOj94pxJqdf+PhQG7X5HS0P0PZ+zt+d+V/lhO0cWrlusbs6jcebMmTNnbTU30Dhz5syZs7aaG2icOXPmzFlbLTZH03HBjukujg9aeHmLXTeRO33dwqmEHtSpZeq/QXUs5R57/TRpq3lle/tShx0zLnbT/vrt9edS1G8hbY+7+QHixXdTz/YUaRdRXUBHh71+mbSUClT3Mt1nx0B7T1OOhaYFzMPvmGHtJHt9zqnw9lxH1HndzgEUSHuOY87FQfv8k2xpJD7Gu6fnioX35y5Y+IluOyeT8+z7f5lyFh8W7PPjHM4S5VQKZTtIzzkc1lZj47qXEuK126ZLdo6Dc0DTlDSYKdrnM0c3vJdyPsuU8wnlWCr2/i95dkyf+wGxFtv5ebv/zu6BqxbOUd3LMmmVzVAOYL5o58Quz9p1R6zFVqD3sbSD6qDO2fvnfjb8frF22vwY3T/784e+CXuDqZv480p1aUv2+v1n6HtBWoOh949y2B2Tdo5tfod9Pzum7P1zTiY7Zy9fGrW3T1OOlevk4sx5NM6cOXPmrK3mBhpnzpw5c9ZWcwONM2fOnDlrq8XmaCo56ldyzeaxFwbsmPD0MVtMqO8Tu85mYRtpM/XY41zPBTvGyFpbqYIdk8xdtc+H25WUu+wYYq6PYtYF+/hLI5TEGLTPJ9dNdQzUs324x+ad59IUc6WY8tSSHTO+UrLPZ3HRjsF3XeZCBBtyjLnQxzkYXp+WEw9/eZB6kBPPv+sirb/BPt+OSft6M++/RFpTYxvsnMuhrnMWPp67bOEr3N8H1C+DYuxpEnNb4v4ylKNhbbP5sv28lzz7eizQctZS45xMaDnlLDinM0s5met5O4bO/WlYm4yXF+iBmcnbz+PVRft9zWWo8IyMn+8y7b8nY78fXEXH2nFlesA5o1cs2tcrf4n6w3TZD0ia6uBC0nKkzcjfk6ScZ6E3vp8VpcxCOdJCN9fR2OsXaTnv36NCQc4Bcf8pztmUsqwdaWPWYqtQXWOcOY/GmTNnzpy11dxA48yZM2fO2mpuoHHmzJkzZ2212BxN6rqtLZXfs6nKmmLLgxTjO0BEcwqyck/7pWE7J8Ax1GIn7T9HMWoqa+i8SP0oshRkJRo4xzy3jE5Z+NiGTy18ccn+fRyj5n4qlxft9Sdn7fMvz9i/vzxIPeup7iQ1b59w7xnK8YzaP7DUb+9vdolisEv29WLtJ2pvglKn/XtKpP009AGdb4ljvPb+5vP272dtsE7Kibyet+sqLpfs8+lP2SfM/Wo+Xraf5w+WNiPOzi3a/XQGs3bOgXMq3P+GjZ+XRcrZLJeo/wvVvSxRPxiua+GYer5kPy+8/6kFO0czdc2+vtku6meStp+vrhz1R6H+NBeydl0Oa9nl6QUs0PkWCtQ/hXIyoX5PV+3rk7ZTriHjHCZ/D3J2mSCKVDaWXuYsUnzOhr9X3F8rxTmaTk7K2jA7a+9wcTReC7HYY5/Q4gYbU4oPmz6y6yrn99j3M86cR+PMmTNnztpqbqBx5syZM2dtNTfQOHPmzJmztlpsjub8L+y0cG7ajqkWuylmSDkPzsFkF0griXMwXaTdNRvfv2RujOoOKAWzPEzaaEvUr4b6x2Rn7eOfGP3Iwnf32vh8wY7ZsxYW1xEc6rW1um4esLWh3ts4ijhbKNgx/Gtzdox6cTPVqVDOJXTByVjbqZSjnArXFcxTTJxi1NeO2DekY5r2Rwfsy9lB9A+X7ZzJW4vbLXy1EK99NVWwr09f1s7ZpOmBTcqRzFOdwnTBvt9ct8JWLNvXn/fPOQm2Am1fCdWt1F7XAIS1y1Ipyrn029crn6ce8ov2C1mg5XMp+/r09dpJkC6qQ+OzX6ScDPevyWywz69EdWg4bx9/eRNpe03a15tzLpwDydD3q+uqjdNUuFWg72Oe6tq4jo0fnyLV2fD3jffvVezfW/Hi9885Us4ZlSgnlN9kVz4tDcY/r9a+a17TmTNnzpw5a8DcQOPMmTNnztpqbqBx5syZM2dttdig8iKlDBY3U4yRgqr9n/D29goLXnwMmbVz0otUlzBPdQFE4+a6G+43EQoCU86m2Ec9vYnIviMzaeE92WsWZu2ofEL/kYu5QQtzncT2Tvt40xREfr/TvkHzlMOZXbaDulfO2jml9Lx9fsUB+/emlklbqUD3czMFsQmWs6QtNkKrd8XXmXD/lBJdX+63co161k/MDVt4Pm9fn07S7hrM2TkE1triHEiozqVASUSyBaoT6siQFhflSPh4JcrRFCknwfvLkxYY5zj4emRCdTF2zmyol3rIU53MzDzlrObt/c/Afn5Zu6ubcjadWfv+cE5qgfo78fLiRvv8M1fs8+HntdBfjl0+t4OuP4m1pZcoxzxN948OnyLpuDLVoS0P0e+xU46h7y+ozoy/jyQ1h5J9u0I5G7art9jfkwKL1cWY82icOXPmzFlbzQ00zpw5c+asreYGGmfOnDlz1laLjcrlN9gx30qOYpgU852lOgSOQS5usf+QnaIcSa+9/0qGcibT9vop0i7KD9L5Ddgx30zOPn4xb++vZ8CO0R/oPI8466MczkjK3l86lJKy18/kpiz8QNcLFj5PMfDLJbtu5Ej3WQtfKtp1OVzHc3rTBgufWxi0cAfdsLmCHZM9P2MHfXOZ+BzL5DQFcWn9PtLGumXY1pLbm7tk4U664Zyz+d7cPnv7/isW3thh90fiHAjneOaL9u/vydg5Ie6fMkX9XK4s2fdrsNN+vriOZTZPhRJkvP5Ah72/aTr+AL2vQ52UY6G6ne6MfT/493al7eXnF+3nba7HPv8M5Zw6afsri/b16aD3qYe0Ajv67OWbcrYWI1+fHH+AyDgnyr/nwrz9vGfp92TT9vlcJ6246+cG7QPS/fAoJ1aZp/5Bffb1Ks/b55taoLqsTawlaOOOa9S/Z4jeX1rfIy3E/ADlLHk8iDHn0Thz5syZs7aaG2icOXPmzFlbzQ00zpw5c+asrRabo6n0UIyTYtqshbTIZStZikkS753KMpCZIS2y7XYMukhiP1wHwlpdyNjHz3WStlLK3mC4x45hXynaMdqxrF3X0l2xr89Cxd5/lsbxNNVlFChnk69QnRBtv1Cxf/9Sxc6JcU6Ge9JzTJp7yBe5Zz3tr7/Tjpnz5eY6j43Ddv8KjqFPU0z7o9mNFr6rzy7M6oF9/CUi/rOWGNfZDGfmEWfd1LBkkrTSuN8M5wA4x8X9Vfj3h47fbR//0oLdX6cnS3UhlDMYytnPb3fGXj9L/V/6KCafouWDWfv962QxLNIGm82Q1h8973x9uB9NLm0v5+e1j3JGG7L2/eT+P2naP9ex8fPCWnWcg+ukHBa/H6G6qH7KsRTs9bt67d+zSN/XdNbeX7mD+sXQ9wuEc/32/vu22ZjrsPh6JD2v8Uvp1JJWyJYr2LBctvCwiUsVDC5W7OV5e7m5fgfjcgXDheCCZisVDJVK1vZDSxVr/aFisLyjUsFQuVR9eamCIfN8i8CA8T52FCsYNPafKQA9xgBWXs6gOBV8cApLHZibHFzBy0s5TF0PCiGXlnK4ZuDFpRyu1oGXljoxaeD8Ug6zxvGKSx1Ymgo+QOWlLArTwflVljIoTxtfgKUMMBMMUKnlFLKzwQuVWfbQOZeuirN5D93G9ejIAz0LXjw2Zhy5hPU7C0CfMV/JLnvoNI5XXMghb5AK8gudWJwOksiFhRyWjeXeYgapuY6quLzQgfJsZ1VcWciiMpuj7bOx2DP2n6Ll2aUUOhaM67kYjzOLKWQNnFvy0Glcz47FFHJGEjhxfwtpZAzcca0DuWvB70svZJBeyFTF3nwWnpmEnu+Q//Tvnc8iZayfWcggzcdfDHB63t5/lpbz+tmFNLK8vYEx1wEsBOdXmcuhEsIdVZen5rLwFoPz2TSRw/CnwfI9n6Sx/VxwvTsXUugwCjM7F1LoWA5w96IHcz62eb6M4cXg+9OfL6PbaEi3aRYYMr5H/fkyuozlfcsVdBlinf0Fe/nYYhFD+ZK9vGRv32ls37Mo76S23iXA5OT0NYmrWeJAs2G5jDuvF6rioUXgmEHO2rhcxvHJYPnIcgV3XC0auIw7rhu4UMIdM8Ev31gq4bZ88OXZtFjBsSvBhdxUKOG2+WD9TaUijuaDOztaLOHYooEXKzh6Ndh+4xxw6GJwvpsWgFsuBw/C4HQau04HD2bxygCW3tqxgicvjmLitSMr+NL5rXj7tdtW8Nlz2/Cz146t4NNnt+Onr926gj85sx0/fT3Y/uOJHXjljcPB+hPjePvtYPnFiXGcfufACp46vRVX39+1ghfPbMLih1tXcOnMBpQ/CTwD78wQvFMB26zvXA/6zgUf6g0XOjF8MfjwjJy38ZbzHdh4OXjxtl/MYPPV4EXfecHGuy6mseVa8FiNn89g8/UA7/o0i03Xg/VvvgxsnV6BGDvTiWGjM+LUO7swfy7ohHnhrf2YPBv83qtv78XsuUDlOffhBmQu9Nr4ojEwvbsVxU+HbHw+wJX3NgMXAvZR7oMRZC4FA3vXBxuQvRTsL/veRqSN/Xe+vwHZS8HAt+mTHvRdDZ6njZ/0ovdKzsZXDfxxn7V8/EwHNkwGH8KxU13ovxZcn00f9aHnWrD/zR/3ovd6gIc/HED31WAgHXljBL1ng/Md+GAQnVeC5f3vDyF3JZiodLy7CenLwfre25vhGbjrvRFkrwS/d/CDQXRdC7Yfen8QnVfN/Q8jdzVYvvHDfvQY5zv0/iA6rwXrb/qwD93G8sH3h5AzluOtMeCKMfF6cysqBi6+sR1lA1fe3Gqt3/nOJmSuBhO1bR/3YMuZAI9f6MDOT4PjbzvdicHJ4PrvONOBoevB/dl7LoMNBjv27ktF7J8Kvj+3TBUxthDgO84Be68GP+fIVAlbjeWHr1awxVBEuXWqiK2LwfJ7pgo4OBd8T2+dsZcfulLBmEG2vOl8GhsNxYL9FzyMzgT4wEVgsxGIuPmCh9EYfIBwNUscaOYyHnqMEXQ+46HXGDEXskCPMaItpD1rxF5MA92GR7yQoeWpFHrKxv5SHrqNENJSGtYInk95yBnrL3seOmBioMPw6fIpm1WYTwMdRRvnDA+1mAGyRkzPyxZRMaRD0pkiSoZ8eSpdQsmQIvFSZZQpRGhauZyy5NgLxQwyhhRKoZBFNhtc0MJyB7K5YOAsLuaQMaZM5YUcUl3GFGUhB5ghmLkc0Bvg7HwWBeOGdc2lsdQTXICu2QwWe4Pz6ZtNYc6glQ7OpjBt0NCHZlKYNKQ7RqZTuGbgjVMpXB1QuAJsmkzhqqZVVoAt08AFHaGsAENXs5jaIMevVID5Tzehe+zKCp48N4bBrRdW8Oy5zejdenll++zFXhRH5wzch+KmuZX1ixeGkNkyVRXjwiCwedre36Zgfx0Xe1AwcPpiH0rG8Tou9aAwOr+C+6/kMDuSX8F9V3KY27hs45EA99LyDdfTuDZUXMEDVzswPaLuXxnou5rDrF6/LPubGQlwz5VOzG9SE7cSkFnMYHbn7Mr+Oi93YWnT4grOXenG8qaFle3Tl3pR2jy7gr1L/aiMBjh7qQf5TfMruPNKJxY3Lq7grqudWNy4ZCzvwpKx/56rxu8vA11Xuqzte2l555UuLK0s94DLfdBfukrZQ+VyPzyNSx7Kl/uRUvezUvKAS/3Bl7TkIXOlB0V1/t6yqFSd37mwcj0ABM8rgO75FBa6TZzGQk/wvPcuepjrCnB3EbhitKAfKFQw02F4SEVg0ghA9BfLmM0Gy/vyFcwZ0jR9xQpmDdxZrmDSWL+nWMG8IeXVkwdMh7Q7DyzmTOxhwfhgducthxXdeWAhCcez8gEkDDSn/+xf837lXD7XV0Thz59ayp7+c7/u/fKny7m+YqXw5ycWs+/90v/gPfs+OnvzyP/JNyqZ03/+173PX1geGixWZk//+V/3Jv70X/eeO1sYGixUZif+9F/3Jn71r3nPncsPDxYqMxO/+te80//VX/Weu7q4YbBYmT79X/1V7+O/+pe9zy3OjwxWylMf/9W/7H3yJ/9775nTpZ0blnHukz/533sTf/GveE9PLR7aVCy/P/EX/4r38a/9Ze/J5YVDm8ql9z7+tb/snfpv/jvvqdnFw6PF0run/pv/zjv1p/6G9+S54pHRxco7p/7U3/De/sXf8B7+yLtl47z3ztu/+Bveh7/yN73HJsq3bFrA2x/+yt/0vnPy73vH3uy6dXAm/dZ3Tv597y8deMGb+/aRo8UrA2/+pQMveA+Nf+i9+cIj90+eH/vhQ+MfejdvP++9/MITT5w/s/OFm7ef9zZtPe99/cXHfunjU3u+sGnreW9o7Jz3tW899Gfe/2jv7w+NnfP6x85633jpgf/PW+/v/+3+sbNe/9hZ71vfv/fXXn/n4P/SP3bW27HtgvfjH937G2+/dcvf3rHtgnf3zgnvw5/d/r+cevOWX7t754T3S3te9S6/uf+3L79x81/8pT2vev/1/u948+/u/P25N3b/uf96/3e8v37oK17pw81/VHpjx6/89UNf8X7zyBe81KmRF1KvbXvyN498wfu9O3/H6zvX+8ORtzY88Ht3/o73xQf+iTd8qfOt8Xf6bvviA//E++ID/8QbupKb2PV2//4vPvBPvAe+058avp69evDt7m0vPvwPvMe/35XdMJ2eu+293IbvP/53vCe+39UzNJueP/5OrvcHj/8d7+kf5jYMzKdm73mnI/fjJ/8n76kfdO7oW0xdu/etXOZHT/zP3hM/6DrQvZT69N7XO1M/ePzveH/idRzoy+PcE+8j9c5zvnf3t4cOdi6lz97yk/7UV0/8Q++Tf/vkoeJc95lzX7k/9Wdu+qH3k3/zy4fzcz1n3vrS46mnd7/lvfP7nztcmO8+/fHzD6V+Ze8r3sAXDxxJLXZM9H1rT+p/PfZ/eQNfPHBLajF7SuP5/3DPrZWF3KmFrx1N/ZWDX9P4k4WvCq78x9uPYrHj48rXD6f+1uEveQNfPHAstZT9qO+bsv3wF/ffllrKfjT4zd2pf3TsD7yeLxy6LbWU/fDv3v/73t+79T94w1/cf3tqKfvB//bAv/b+0bE/8G55YfSObD79/r977J94/+m+f+Yd/sbm49l8+v1/++j/7v3f9/6Wxu9pfPDrW+7M5tPv/v7Jf+r9+3t+23v45d67coXUO1979u953zn59707vrnh7mwh9c5/evwfes8/8I+9wy9sfjRTSP3k3z3yT73/+97f8m55cfSxTDH1439/8n/3/tN9/8zb+7Xtj6UL6R//3ol/7v2fd/0rb+fXdv63HryF337it73fvfN3ve1fGb8/XUi/8c8f/Ffevzr+f3hbv7z7/nQ+/fpvPfC73r+44197PX906AEvn3nt7979B97fu/U/eOk/PPqgl8+89pt3/QfvN498wRv+0v4TqUL61X9477/x/tGxP/B2fnXniXQh/bN/+eC/9H73zt/1dn11x0PpQvqV33nwX3i/d+fveFu/svvhVCH9ym/fL/u/+Rtjj6SLqZ/+/kO/5f27e/65t+urOx5JF1M/+Z0H/qX3e3f+jnfwG1tOpoupH//BQ//M+/f3/La3/Y/HH00VUz/+F/f/jvevjv8fnveHRx/zCpkf/cbx/+j9xpE/8kr/6fbHUMj88G/e8QXv/3f4eS//n44/jkLmB3/jti96f/3QV7zKH972BIrpH/wPt/+h97cOf8kbeP7mJ71i+vv/4O5/6/2vx/4v7/aXN/wrDx72vNufev6Bf+w9+v3uX/LgYduV7KaXH/u73r3fHsz0zmUWbnm1r//rD/1v3gPf6c/0zaUXjr7a0/fiw//Ae+oHndmB+dTivW/len/0xP/s/er7+WymAtx7ubTjk//ib3h/7pOl1MblyuzT5/MjE7/617z//HWksmVUbj+PI+9+3vcmfvWveaNLlYtPXchvm/jVv+Z99Cf+prdpEZceP13e+tGf+Jve6T/3697ocvny0xfzW0//uV/3Tv+Xv+Z1VFC+a7pw7+n/8te803/h170ty+XTT17O7z39F37d++CX/5Y3uoDTJycqez/45b/lvfL0/+htmE2dufe9zJ5Xnv4fvdc/95veyJx39oEP0rtf/9xvem//4m94G+e9cw9/5O16+xd/w3vzF/62NzLvfXriw9SuN3/hb5t4/M1f+NveW4LPP/RBaudbv/C3Y4UsEz0a3/fzAC4B2GrgywDGFF4GcFVjANMA0r7v91XBUwCyvu9r/3sSQIfv+9r/vg6g0/d97b9eAbDJ933PWG6qJa42ngFgZmkXYadFC4gnWWTUOtq61D609aljaBtW56BtE+T6axsDYFY67gQwYeC9AD4CAHUNbwbwnsIdavm7Cg8B2KDXBzAOIO/7vt7/LQDO+r6vz+duAG/6vq+zsg8DeFk9IwDwBIBv+L6vp4DPAnje9/3KZwkjsNXGnwfwh3XgXwXwozU83/WOfwnAonF//wYA+L6vK3/3ALjk+76uFN0L4KLv+3MGPm+8D/cAKPu+ryurtwBY8n3/mrE/D8A76ji9AAYAXFC4D/I90LgfQK+BhyHf8J8pnFHHOBuDNwM4p3AWwKiBOyDflzi8Eep74/t+DsAIgPjKdtRObz4N+egkYnWTPkUwMGk8FoPP0/omXgSwDLkBgAxMQ8bAMwlguA58nbavd6CZBWDS0XigKQKIk/HNqnW08UDTr46hbQj2QDMKe6DZCnugGYfcD/0gbNEY8tAUfd/XUeH9AE77vq+TYscAvO77vvb97wTwY2Pf9wL4noFPAPiOgU8CeNHATwL4qoE/B+BLDjePfd9PAXgOaiCpEd8C4LfWw/nX8Pu8NcBDAH5gnM8h2O/qEQBv1YFPQr4/2m6GmtQpewjAgvG+7QHwcQSuVMF3Q95nHUvfCuCKMdFjvA3AZcKXfN8vGPii7/v6N28HcCEBnzdwVat1oJmAzJRrxSsDTYvwJchHUntQy5CR3cQ9Ci9BPAaNFyHaL90GrkANDhr7vq8Hi0UAnoEXIB6ZzkC2w6MxeeK1eDSX1Ll7MAYaNePpgHiYgAw6Z40H4QCUN6PsCIA3DXwMwKsGjhpovm/gqgONmj2dBPB1hYfV/r9J+FsGPmrgDZAP47cVHonAR/TxFT5s4I2QD8VLCm8CcJDwAQOPQj4E3zXwPgAvK7w5At9k4C2QGe33FB4DsFtfL9/3twLYlYB3Qn3ofN/fBmAHgB8qvB3yYv9QXes7AMz6vq/v53EA077vv18F/yJk9vwf1f52QZ6lnxh4o4F3Q2arP1V4D8Tb1Xgv5MP8ioEHEcyub4JMml5VeB/k2TZxTwR+TZ3vPsi78brC+wF0GvhmyLP+hoGzCJ7nAwDSCD78ByHfO40Pqf+/rf7/sPr/31Tn46njmbN1fl+S8J0AzhiY37+7YE8aV6IPNeI7IBEjbRzNWG1c1erxaHbWgXmgOF8n5u0vQ2by2mrxQoYScOT2arawsj5jKI/GDzyiJbTXo+GBxvRo+iGDpB6YdkI8FD3j4QeTZ1T8YtyG+IHmPgQfxk7Ig64/rNvVueoX/y4AE77vX1D4CQDfUQO7xt828JMAvuUH3lUU/mYMfgrAi8bs7ikAL9SA8wb+hoGfjsBfj8AFA3+tTvxVYxLwTAT+4xhcb9js/w3gbT8IYz4D4CsRuGzgL7cRP6vwegmD/qb6v/ZoDkAG5i8Gl7DugWY/YX7/DgI4ZeB6B5rDsAeqnQiiF2uBq1qrQmcThJMGjiTM2694NMrWLE+jPhR5BIPLquVofPGyOiF5LkCukTnjGoc9w9gD4GMD1+LRmPHeYwhmsNsgM84P1Lp3AnjXGOROQj78+kPiwmbtxZ8H8AVgZfadhO8D8Pvr6PzXG74DwHVj4PmL6v//xlin3oFmC+xQM79/OxF4VED4fU3Cu2F/6MfXGFe1VoXOkjyaZnEjHk07sZmnaXeOxvRoNkFirPpl4PwMzzCiPJrIgcYXMsY4VGISElo45/u+ds3vBfB949hRYTNTfnploFGD1pMAvkz4KwpnIR5OHH48BncAeCwC/3EMftTAuQh80sCdAB6JwF818MMG7orAD0Xgryncra6niR80cA/hmyGh45+qa30zJDRcDd8Oec5+S23fB7mf34jB90DdT19CsncTvisC67DpACR0p/FgBL6D8O0IwqpDEO+aw6wmPormwq4cZu2ATQz4RfV/HdrrhoQuPzDuyVYAHxp4jHCnPmfjvpjv3whscka9Hs1W2B7SZyJ0Nl4HbluORtlaDzRmniZqoGmJR6M+SPCD8NJKfkZZVSKAMn4wDyBgmA1AYu6fqGW3AHjHD0I7NRMB1Iz5UQQfjk2QGPsPjG0n/IC9dh+AUwa+F8Anvu+fN5Z/5Adht/sJPwDgQ9/3Lxr4A9/39bV5EMB7hN818AmFLxvL3/YDdtEJAG/5AWmC8UMQtp2J3/ADNtFDAF7zA3bew4QfAfAqLf+Z7/s6cXwSwCu+708Z6//UwJ8H8AU/8B41rlTB/y1k0qC9z0cB/NDAjwH4gR+wqR6HTCpmjeXfp+Xf8wO21RMQtiHjeWP97xr4CQAv+b6va+KfjMAcZjXxk7DDrk/BDrMyjgqzmvgvqf//QwS2GZJo1+/DQcgzVg0fAvC+H4Q2j6v/fwKsDMZDUDkbP8inmjnPegeaIdih7nHc4B7NGQDbfGGuQO18ewz+efBo9ECzDCDj+35a4QKa82j6EHg0cfkZINqjmTCwSW3uhcygdHLyMGRg0R8rJgIcRxUigC8ewV1QiXDIALbk+74etB6DvOg6n8FhimfRXJiDt0/C7T5+q7dPWl5vfuYJAH9Ux/Hq/X03+vZ/FkIQ0t7LdgiRwHy36g2bPQJgyni/9kMGJo1vUf/XA08XZCJ51sAjCKjF3YR7IAOV9lqBG92jUTOHKUjMUeNpyKgPNROZRTAY/Dx4NP3AClnAJAQ069H0I8jRVGWcKYujNmcgrCWdbNwHedB18rdmIoB6yA/BDsV8TDPwyLCZsrbVP/gBTbUZzPtbz3gbJFav2XLbIey1angnxHP9xwqnoBLzMfhpA6cbwE/F4EwNOCrMqnEtYda4sGtHBN4K4FM/8AD/C/X/7yKwRhhn5myfiQD3AZgzPKBdEK9fv5+7I/ApA+9R/9fvewoS2jtTI05D6MxnDbwVds1NEh6DGviSrFaPBqiP4nwBUmSZIZw28KiBz0fgzX7gIa1njwaww2cNezS+5AY8P2BGNePR7IBw4vW+6iEC9EAGJk0lPQ4JFekBkfMzZtgsBXmRdT5B017rocH2ojoNdj8k//CaOvZ+ADnYtNcsbNprxsAHFNa//SBsGuwhCNtIJ2kPq/+buIIgl3UEQp/XH5FbIM+Avta3QsgjJl4GoGnHRyH3X5MsjgGY931f49sgHySNn4OwpQqEi1Xw/xfAjLH9HQCu+b6vk8rHAVz1A2/0TkjtxSlj+WUD3wl5riYUvgtSW6E/qndDaiu053wP5CNu4rN+UMR4D4Azvu/rD9a9EOakGVadIGyGXe+DHXblMGsU/sAPwq5PQu636QH+ivr/V4y/NcI4M2tq+P27A6rwUlkj1Oa8H4QbN0M8qMUqeAuE7LBk4GsGHoM8B8sGvkLYrMHZCqnBoT7H0VbPQFMLxXkcANRLcA1qcFD4uoHzkEKmTQaegl0rM43Ai1m3Ho0yc6BpxqOpyjhTVtWj8cXr6DeWJxEBDiMgAnRAXgT9MT4GyUnoh6xq/YyaTJxAkPQ8CmDS+DBpGqtJa32+Bqxnl59Dc7TVqO2/tN4xAmO8wiaLweZH85dhJ6RXO2zVLG532Eyzy37P+JueXHyP/vZmHZgZZ/z+7Ud9AwvjY7CLQdcttRmo36MZT8DtYp79XHg0sPMzQLL8jOnR7ITMDPUHO44I4MGegR2EzBL17CiufiYDGXheUsvugMxA9XmtWtjs5w37wq46jsBb3AAJY36dsGaPjUDCJf90PZz/WmM/Omz6AIAylIfsS+FtTv1Nh4lGIAwynR/ZqNbRk7xNkPf6PGFzcrby/inbjsALB+ofaA4gXNrAifqJOnEz28daqz2adg00UwC6/KA6f60HmmY9mmoDjZmfAaJDZ1oVIAtJDuoQQD3U5jEIo0YPDkwEMPMzKUh44/vGumf9gHF1ElVkZ3xhtpk02AG1bxPH0V6HIB9OxnE02KOwaa6Mb0U8DfYIbNrrYWO5VhvQy2tVGzDxfgTqA6w2sAW22sAY5D5q0sWzkKLUhRrxn4E8a/r8t0NCqj8w8HYE6gM7IO+cxjsj8BYoSq7CmxE8K+OIVhvQy3dDnllTfWADbPWBIYTDrBrfBJGiqjXsuh9G2BWBusBrhD/y7cJVDxI20l7mEYiHXys+qvahqc5ZSA7GxP0IVB6A+geacdg1NVGJ+no9lGa2j7V6B5rxOnDLBhp1Ay9DHlpg7QeaZj2auNBZrR7NZsjLoAetcVQZaJQXsgdBHiCKCPAzA5sezX5IjF/PnqrWz6iB4xgCb+dx2LRXjU2aaxztNQp/x7dpsN/2q9NetbpANfUBprlqdYE4tYE49YEoNYF61Qbi1ATqZZv9WQgtWj8jSWoDGpsfXVM94NkGsRkWjVIHqAfXE3ZNwn8BMiCYjLxfVv9/w/jbEYQ1zeLyMycg8kD6udsNoZfr52oPxGMyPZx6B5pR2MWe41in1GagfWQAoL0U57UeaNbSo9EDTc3UZshs6oLx4EcRAfQscKM6rh6U4upnuiEeiR5YTkLqLcwZ9roIm9zoWF3rRwzcA6m/icOHAPzuejj/dYr/BITY8e+Nv92l/m9OphphnJ0xMBMBDkO+vZox1gGJMmicgyGGG4E7IYQYMwqxbqnNQAOhMz/Q+IrC4wZuJ8V5rQealng0yoX2EHg4VT0aXxh5GyBtE4B4anMaMrhoJlFVjTNfQmO3IggnHIcUC+pZolk/k4awdvTAch9E7Vl7LGbYTNNen4/BTxk40wBm2msUDbZWrGmvcfgxVFcj0OoCcfikgTtRm/rAH6tr+wSAn/hBkecTAH7sBxRzxr8AW0RTqw18lbCpPvBADO6F3HsT34cgP1RNbUAv74eEYL9h4LsJc5iV8fEYPIjksOtthLfDzs9shNIPRHPU5psjsPn+3Q3xeLQnOw7xeAoGNsVwd0HyryYuwtZJG8dnwaNRH5MFqPCVL1XCS5CYK3ypMl6GfAyB9no0i7AVlhcBpHxbcTnjBzmdeUjPm5zCcwByhDvVxwOQj32X+hgB4mV0E26FR9MFu/9FnEezAaLGqx/GOI9mK4S6qD2LOGrzTZAQnP5AcaHmChFAbXfZD6ihZtjMg3zsNBGAaa93waa93g2hvZ418Fk/oLky7fUeJNNeWV2A8ce+TXM11QXuh60u8ACk0rsafhBhdYF3fFtdgNUG3vZttYE4dYGHIYO4xvWGzf5f6vebtU6m2sBJ2GoDJyED2bTCj0IGLhP/yLfVBRjHqQ08hmi1ATOs+j0/HGbVmNUGdNg1LsxqYlYb0APxe8YH/GH1twrsidghqNBZFXyQ8GbY7Qb4/TsKu/6k3rDZXgglX08sPUjuzcQ7E5abWNfY1IO3wfbaYq0ejwaoL0/TNo/GDxSVhwkPtRBPEp6CJCaBeI+mCBnkPESbmaPpRHVVACCscxZXrGkm5/bCThSuEAF88QT2I4jvxhEBRiAuvR6UOD/zKAIiwM3q//qFWuuwyGcGqwnOM1C5hBpwB2Rg/nfr4fzXKf6z6v9fNP72S5BBZskYoMch9Sga74LUo0wpvBsyqZs2cBn2O8XU5r0I6qg0rmeguRVC5tGD+og6Z/3t2AiZwGq8CdL3Rg/ao5DarHlj+awxKI9C8rJmjc60b9fkTBk40eodaCZQe57mUwRdNzVOGlh4fROvJ4rzLKp4NGpQKkFmHFEW8miMZf2oPtBULdZUntlGBHTHPahCbYZ4MGYXwBUigBocTSLAPZBZq07umvmZYQhjSosCPgmRuTfrV+qpZ2gEP5+Aa9qfvzZNtqLw81HLId7Sx37g3Z2AeGOfxmAPSq3ZD9QFvlQFp2APbKmI5c9E4OdrxOkacFKYtZaw65cJc5jVxPdCBgTzmXgQBltMWb1hsyOQ76pZSrDi0Si8BfZAtAf1qTYfQRBCB8JU43rzK7x9vftLtEY8miSK87j69zRa29K53qLNyYTlzeAZJDc/q5anMT2aqoKayoYRFGWxRzOGwKPZDglD6QFsZQbkU/tmxDc7G4fdunmFCKA+Hg8i8Ggeht222czPjCNMex1F40229qhrEUd77UcwYO5DuMlWLxpvsqXVBzQTSasP6Ot4APFNtg7CVhs4BFtd4DBkcmKqDRQRTA7qDZv9PyETlmpqA8cgM9oPDTxj4NsgM1g9WbkdMoP92MCTBr4DMqvXOcHjsNUGjsNWFzgOqSqfUFirDZhhVlYbMNUFqoVdNa5FbSANuQf6GRuGvGMVqOdSWb0DzT0ACn4Q8twCu33zFvV/k9VWr0ezD6rGR1kjVOZW4kRrxKMZT8A7gZWZPVOUV7yUKvg8rb+CcYN4NMri8jQ1eTS+hD86EXg4cfIz46jOOBuF3b7ZJAJ4sAcaLtQ0FQEOQj4++uVdqZ9Rk4F7EVSgMy22Gi4buJYmWbXiatvXSntdbVxV/cBvrGXzkwirDSR5f/WEnW707f805NtnqpU/ABlkgPZqnB2ATCrqzcmYeDuCSQSwzos1gfZ4NO2iOK8nGZrV8GiGILNG/fCveDQ+tXBGfLFmVekZyANb8IMEuZmf6YDMXHVojPMzKwONWvaqH8SpWx0mezYCJ32I4rZfjbBevb+v2vnfgfpaNt8Jmcz8m4Tj1Xr8z+L2n1P/52dIM0C5hsYcSA4n4JsRr3F2EKK6/AmwEsbbCcUg80kM15f8G+NBOmZUaKteD6WZ7ROtnWQAoLUtndmj4dBYs6GypP2ZeBZ2O+eWezSIL9bsh93CeRw2o8SM6ValNiOGCABhxnxsDB5mfma7Oj/9Qpphs17YtFeNmfZq4nsQ32QrrulWFM31OFrbZOsYmmuydcS4diMIN92qqjaA+sNmerb+strfFhjqAgbWIdExSAJb462QhPf3DTxOeCcCdYFtqE9tYAckimGqC5hqA+Oww667EK02wGFXjTnsuhdhtYFhyIBiSiWdVP/PIMiv5NS1eK8K7lTX5n0Dj8BuZsbvn5446OLN7ZAwosY7YIvh7oCEETXeCWH36rAksM6pzUCDZADjAxuJjfVb6dFcAbDBDxSd18yj8aPbOXca67bCo+GBZkV+BvHU5s2QeLzej5mI7IG85NrbMYkAGRitm2HXz3iw8zMnYbdtNmnNj8KmvT4Gm/b6KGqjvWrMtFdNc2U8b6zPagNJNNh6mmyxukAUjmuyxeoCT8NWF2C1gc8juWXzHxr4l9XvZfUB/cw9A1ttgDGrETwDIXnoydGzEbgetYFnI3AtYVZev9awKeNfhAwmKQSD2QCErluBfPT1tb8ZQhHX+IDCeQN/THgRdsV+VGlBtehDrbiMtS3ObC8ZwBdKXwWK9gtJ6HsIaL+TkIS/xnEeSi3YzNkUIB9h/fFfy9AZkNzOuZ0ezVZUF9TjB9MMnR2C3QXQ9GgOwW7dbNbP7IMMrPoYJxF4ELsgz8Nralmrw1ZRYZJ69t/q47d6+6rL/eSWzQcUfkXhg5Bn6F/Xcbx6f9+Nvv2fgiJaGAPIfZC8SRlhqRnGtTDOzIGFQ9e7EJA+gMYGmg7YEYzxNuOd1XCtVq9HA4QT/lUx1pcMTatDbWaeph05mkY9Gn4wTWpzHONspVBTPUym9MwJyCy/4lPbZogH8DXf98t+dZrrl2Pw00DbmmwxjqLBPlkD1tX8WdTXZItxNXWBP47CSG7Z/BzhX4awqVhd4KsGftjAXRH4IdjqAScQqAFE4QdhqwkwfgBBGLUHUhhrhlUZm2HXqDBrvWHXuwgfVtfIzM88Cvl4Z2ArLtdLBLgN8n7rj3I/wu2be9GcarNmLGo26qDCU1XwEICSH9T9DEPysnpCuQHAsh+uyWGsJ8AbYdfk1GSNDDT15GnaVrSJ9eHRVBtoGvVo+hDh0aiPO3s0uoYmA4lxazaYSW3uhd2+2WScbVTH05RTMz+zE/Iy6mUmEeAA7LbNK/kZRNNerxNm2mtSky2TBhtFe41SG9D4HoiXdtZYfsavXW3gPthNtqLUB+KabD2AePWBByGV6aw2oHG9+Zn/h9q/Zhg+BFEb0PhhhNUHXvMDWZso/KqBHwHwM7+62sAjiFYb0PhRhNUHmlEbeBz1h11LEEUTPVEC5BlehryL5iDQCOPsnF+9ffN+iEqJWafTyEBz0Zhc7IQ8wxqPR2Fje8ZJif6k7WuypjyaGvB68mii8FCd67NHUy10VkD8QFPNo+mHzTrTL3gvJPmvXxjTo9kGu9Od+WDuQ/X2zccgHxH9QJoDzb2QF1R7MOZAY4bNOiAfo2+oZS5s1rqw2TbU17J5BySx/Ad1HO9GC3s1u/2vQDyOLAJyQi/kOusIRD0DC2NmnDERQKtnNENt3o14jbN68yu8/Xid29dkjXo0SRTncfXvC2htS+cbyaOJC52FPBo/vo2z6c0AtVOb4zTOTCJAD+zWzWb9zG7Ic6L3aYbN7oUMZLpKOYl2/HOL/erV/5EY9bdsfg7yXH3R2B8ffzVxtTBqK3FUWPX5GPwkJNf4rh+QQe6FvIN6cqhpxEOQMNSEgfsRhMWGIe+/iXsQ5MuA8Pt3QK3zsfEbdiOgOqdhiOFWwaO0z3VPbQbaEzqbQJCzKaC1LZ3Xa6uAVng0Zn4GqFF+BsYMRL3s5kBjapyNqmPrsI+ZnzkGu3WzSQQw8zMZ2G2bTVrzNsh9/z7hemmvGu9EmAbLagNRtFeTFmvSXnejviZbGuvBWKsPvKowqw3sh9FkS+Fu2E22cggGc60u8IbCByD3R+MVdlkMZlrzAgLG02HEqw3cAnkO3zPwsoFvhTybuj7nKCQ2r/Ex2GoDt0Fou4w/NHCS2kA9YdY7EQ67stoAi7qWIdf8K8Z1OwG5T0VI2FOHuQ5DRFA1PhKBufnZHOKJAMfUNdGMyK3qN5vYFMPdpq6BxtshYb8bitoMtCd0xh5Ou4o2ZxBWWGbcY+BpAL1+4F1NA+jzA++J8RSkViZl4AEDt9SjQeOCmuYMYwSS+NMx9BARwHgxzIHGLNTsg3g3P1PLzLDZHYDVttmkNTMNthrNlXE12ms1WmsSLsfgtWyyVTP2G2vZfAuA/+jXoDZg4C/FrB+5PQKLCmM1s/xztJxxs9t/DvK+zUHVOCnTXk43mpOe0YwzVgEw8UHYg0QjjLNF3GDUZqD9ZACgtQPNikfjJygsqw8C42kDlyCDEeMBA88auAh5SLUX02qPxszPAFU8Gj/cwnkctVGbTSJAP+SamtXkOj9zFyR3o70brp95Ue1jizq2Lk5bN2GqzwB+FvW1bH4W8mz+0To5//WIfxnisfUg8Lq7IMn1IiRJ/5qxfr0Dza0QD/dDte8swu2bx2DX2DQy0HhYWw+GcU3WyEBzFdLLRX9kr0A8CT27vwzp3dKrcLs8GmDt9c7WwqPZDLuFsznD2IPq7ZsPI3gxboV4N3ofISKA2scOyIupB6uVgQbC6HnB9/2iH9Be42ixUbRXE98fg3tRX5MtTXvVyzXt1cSsLsD4ToTVB/QgO4jkJlu3I1594ChsdYGjCEKS9bLN/nPIjPzban/V1AZMfAABkWAUMikx8T4ozS/f9zcT3gJRAX9Z4THY6gOsNjAG+eia6gPjCKsNmGHXHQiHXTWuJexqqg1onIKw/ObUdbsbKvIBGYTiBpLDCfh2CGNSv8+7EW7fPAe7PcDK+1oH7sYqeSx+UDMTieuxugca5TmshMeq4DMIwmdt8WiUreVAU7dH40vYLQWJnQO1ezSR1GZlZujMnAHtQvX2zSYRYKM6lh6QTCLACUgVfcUPt202ac1Me30EQns1abBJTbaimm41SnuNwvU02dKY1QVM/JKfrDagcZS6AONv+b6/5DfWsvkh1KY2YKoFfCMGPxOx3FQXYPWAKDWBKGyGTRtRGyhVwRx2jQqrLkO8ga8hsBOQvJmeNGqP34MxkBj4rRh8M+IVAW6G5Fc+Nv62t068H/JduaKO2wdRJLlaBfer33dN4QHIRFeXTQxCyhgmDZyCXaPjwa7JqRjvcc3WiEcDrB3F+Ub3aDIQJWUd9470aHzJE/VDQn1AlWJNP+h8d0YtYyLAu8Z6BxHd7Ow4VOtmddy7EXQHNPMz90E6Ps6q9R5H8NKudVjks4SfQH0tm5+EPCemh7Oefs96wJ+HhLVmEW7cl4O8r4t+wJ7cpvBVhbcT3gEhQlwzcAG2GGcUtTmN5qjNN0PqxKrV0EThiTrweC3rowFrdKCph+LcyoFmHkIB1mG5RmplmqmdifVo/EDzrVqOxszPANU9mgFIfxA9I6vm0WyBFEjqfZgPpjmj2g27CyAPNDpsdhDi/utjmQPNSv0MJGx0wff9c35yUy3GqQZwMzTYdAROosEyfsrAmQawqTaQjcBPaIz62Wb/GeTZ0furpj6gcQ7ygf1jwnp5J+ReM2a1gWpYqw2Y+CEkqw+Y+MEIHBd2NXEvwmHXeyHv7iCC8F4Oiumm/q7ZgEBjRIA5hKnMjPsRUJs1Q9TEe2JwCjKgmR5OI1TmVuKarRmPZjwBmx7NmLGsloGF1x8DVsJy66WWZsWjUQNCESJjAVT3aMz8DFA9R2OGzYDq8jPjqN6HphoRoBMSX39LLTPzMyu0Zl/i6sPGeo8iyM+YYbOj6jd8YOAFP7nJlj5Ppr3ehuabbCXRXuOabN2FaLWBswY+69vqAmf82tUGotQFPvF9/7wftGT+ArAyCEXhP1K4AzIos7pAlNrAZQO/49uTibf9YDZ/AkLbvWrgN/2w2oCezT8M8XRN/JpfXW0gKswapzZQS9j1x3682sAkZPL2gbHenRBPsBNCC38NgR1B/RpnHuKpzUcgXpH+HaOQ90SfD4vhboG8NyZehj3QjGOd96HRdqN5NIDM7NfLQNNvLDPDZ416NNUGmmoezcoMw5eEcweCFq/VNM4OQ2RRlvxw62bWN/uuLyG1Ydhtm01a87OIoMUa515vmKMWmmo92zd7/FZvH7f8QdTfsnke8WGzRmjDn7Xt+yH5kReMv5+A1NX0QAacZhQBjkC8Ih2q9hBu37wfzYXN9kK+D+xhTBCu10NpZvuarZmBZjwGTyAYeKbR2pbO66VocwbVm5816tHo2cvKQKNmsf1QCT1U92j2QArOtGxMpEcDgwiA6NbNVqGm+vfDUG2b1aBzGCoEgdWRnUn6kLTz+K3ePu7862WbfR7yTJlhys8l4JXj17F+PdvXEkZ9vs7148KoUctN/IuQyd0c7PzMCUiZwBXIBK2ZgeYYRJhSv6NbEG7fXILt4TQy0BRwA1KbgfaRAZiFtuKVGHgsBp+n9c12A+spdLYaHs1GSKhIFwqOIbpY03wwR1GlfTOqF2qOQirntRfE+RkdNnsUwrBa8gPaq457b4ZNe92C6CZbJq11VwKuhfb6QwNvQ3KTLVNdgNUGRpHcZOunCu9BWG1gGMnqAhrvg0wwXvUba9n8y5CJi84v3Az5aL5h4AyCe38AkpDW+CDkG6DDRIfU/982cAWBusBhNKY2oCm9tyKsNmCGXY/BVhs4BltdQIddNeaw6+0Ih111PdwIAnp2FjKpuqbOf1j/ZrVsn/6NCt9k4A7IM/2ugXfDZpwxEeAAZALdrEeTwQ1YrAk0PtBcglTJay/jIoBBXxJ9gGiYDfuSDwDa12nzM+/RwMjP+OEWzuOIHmhM6ZkuyANiSoeEBhrIi/cDX0JlmyAfZP0BMwcaMz+jaa8mLbYeGmwULbaZJlt6eTUa7DOorakWLy8bOK6p1rNNLL8D9bdsLsNuExAZxozBvP662B6BtSJstgR5hz7xgzzR7ZBIyiJkIvGpH1DR90FycBrvh+TgFg18mvAk7B4zUdTmApofaPrQnNIy46TQWNL2NVtDA416Mc5AZpcan62G0T6K85p7NH50O+dWejRmfqYfdgtnc4ZRjQhwABJSy/vCgDqCIPHJA40Omz0IqTMp+UbbZvVbn0RAa3Zhs7UNmy3XeT5J1++ztv0vQAaZq1DFscpOQN67DZD38TVjWSP5mVnEEwG0p9nMQHMT5HtxAViZQA5CKYQoPGDgbsjApCepPRCKt4l7ECiO9EKKQTXuU8fTNTv9ECq4jpLUZY16NMDa9aVZFx6NH93OuV0eTYgIoD76OxDt0VQjAuyHzN5m/XDr5hXGGcJhM922+Yg634/86jTXrxr4YdTeZEtjU00gjvbag9Y22dL4Gwr3obYmW98gbC6/C4FawADEK9HLB2GoC6D+ls3/GeRD+U31t2HYagOMN0BCWRqPKPxtAx9GoB7AOEptIEld4GYE4apqagMcZk0Ku5rqAhxmHSe8G/JhXkI4P7NR/fsKmicCeIjXODsAeac/Uufmwe4bVSv+1A+84R0Qz0vjnTXgM75dE5OE42p06rJmBpoJrH3R5lp6NED1ds6JHo16eHKQlwCI92iiqM2bYHe6q+bRHEY0EeAQVOtmNSjcisC7qZafeRISyqogmvYaR4N9CMm012abbMXRYE8iWV3gh7Q8Sl3AxKwuEKc28ARstYHHodQG/MZaNg9CJgDV1AaeglIbqIKfVNuby038NGpTG6hVfeAZRKsNVFMfeAbxagO1hF21HuBmBANgBjIhKULeqzKak57RjLM4j+YgJFekn+0NAMrGsz4CyanqZ30jpAumxpvU9p8Y+xzHDdCHRluzHk2tFOe4nEst2Nze9GimIOGrtIFNheUpSO5I40kAQzVgz8DDMdjM09Tr0XRCGF96xsEejfmQmR6Nrr8wqc19kIHqglpWzaMx8zNmoebtUBpQauY7DvnIe5APrqaFmrTmqHj5jRY2a/b869k+Lv/wedTXsvk5SCK7nuvRjrDVWh8/aftByCBz1g/qho5CmK+XIYPMAJrzaG6BhKDMd3EIdvvmIUgNj75/jeRnriF5YFmX1GageY9mPAG31aPxwwrLjIuQOoN+wn0KFyDFWiZeNHAe4nH0KrwMCZdp6nXDHg2iu2tGeTS1FGvugdRfVPzo9s2aVXQbqhMBdP3MA5CZfAFG22a13zshs+JqNNVW4y8l4GrbR9Fga8FfjsFPI7nJFi838VO0/lOw1QDqzc9sQRV1gRrx47DVAxjHqQt0wFYTiFIbOBmBTbUBDrs+HIE57FpNbSAqzPowhGF3DnZbgBOQCWga8p4MIAhR9UG+LR8T/kThfoi3ccrAIwDeNyYJNyPcvvkSmicCzKO1xZbNbl+XrZZH08qB5jrEa8kaeD0wz+r1aHigqZajSSzWhP1g7odq3+wbXQDVx/goqg80UfkZ05t5GFKBPYeA9qopnYcRTYM1vaoo2qvGt0IG9HpprxrfBpv2qmmwHxnLp/z4Jlv1NN2KUhuIa7p1N8JqA+d83z/jN9ayeS/sws0otYGPfd/XHu79kLyaiT8k/L7v+zrU9IDCrVIbeAitVxt4lTCrDZyHePgF2PmZByHvxFZI6PodP2AZHlK/S+PDEfgdwhcQ1jTj/Mwsmh9oKvg59WiSyAATCAaeC2hRS2d1k69BZhLA2jPPogaaujwaP76Nc60eTVR+5giCLoC7IB/nK77RulkNQHFEACs/o/4dRVPlJlpJuO6mYAgsieZ6I4XNngPqbtl8NmZ/UcerJezV7Pb1hj3bff5FBAOKJjCkIAPNCMSrOYfmiQDMOIuiNpdgS8fsaQDncIMWawLNDTTnAYyojyQgH8CNyq3WeJPv+x3+Z7el8wyiQ2f1ejQr3oz68A+heo4myaOpRRHgGILWzXsgVc1nfGFG7YMk0TNQbZvVOT2F1VVrbiZ/sx5xtfNfYZfFYA6bDbbq+H5Q3Z+EvxSzvJEwaLu33wl5Ty8ZntsRiELAGQjbbBFhTTPGtTDOkqjNXWjeoxnEDVqsCTQx0KgZ1nlIZbbGFwhfhFRqA59N5llLPBrYgpp9kLxIXr009Q40tRABIoU0ISGUH6uB/g4EbZv3QsgLb/pCcz2M5CZbLxk4iQa7H/G01yi1AY3HIINlnPrAOGx1gZ0RuJrawA7YTbZ2Itxki9UHalEb+LHfWMvmOyDP0Svqb6w2cBPkGdJ4HyTH+KqBexA8C/vUvX1N4f2Q2fPrCrPawAF1fI0PwlYfiFIb8BBWGzDDriXUrzZghl1ZbQCQ9+QUgv5JgEycrkDyshX1O5v1aAaRTG3eiOYHmiEEpQ0dap/nq+AcxGvTuBPCdLtg4CHYNTmMB2HX5AzAbidflzXj0QBrR3E2hTUnYQ8EjOsdSJL2Z+JWeTT9iM7PDEIUX5d8o4WzGoDGkVysyR5NEhGgWtjsCQS05qdg016jsEl7ZZprIziO9lqN5lqN9hqF49QGNC7F4Dh1gWq4rP5db8vmTxCvNqBxpQrmsGVDYUy/etg0af1mj1/L9hchE7cSwvUzHZD3bSOEUPEmsOIJHWkAjyK+ffMudUxdKDkIGdh1YeQQDDFcNfnIEs5Acnz6mdwOyQGamJd/ajxz2yE5QY13IL4mJwqfMXDd1uxAk5SnaRchYL2Eztrh0VTLz2xG0MJ5CMLDn1KzjxHIg5SBat/sU5dAiEejQ2e1EAGq5WdaHVZKivfXk+9ox/m14vfFhc3qZZulazheq/MnN9r2I5BBZAcCT9uD5Gd2Qr4jQxCvRofVNqv/a0LEFgj9Wb9/Y5BaFxNXIB9s/R7vRrh98xUosVvjb/Xgveqc4hL546gvv5JEBEjavm67UT2aVofOhhrcvh0ezRCSGWfjCB6U3ZB+JyXY7Zt3QpL/130JN2UgL8FGdf4fqNnVOIQU0AcJa/zIN9o2Kzf7QYiXommwmiabRIONor0+SsuTaK+PIKw2YNJco3A19YEoGuwJ2GoED6L2Jls9iFcb6ENYXeBeiIfWjfpbNj+s7usL6m8DiFYbYPyigW838BDE09V4GDIh+aaBj8JWFzhqLN8ACV3p5SOQWf63DXwYYbUBvbya2oDG1dQGTBylNtAPed5n/IDpdxAScrsKIQGchoSC9Qf9SC0YgR1R+0kiAlxG82GzScQPLPXmV3j78Tq3r9ta4dGsBcX5s+LR6JlPLR5NM/mZ2yD0zwrkw/OKcoPvhlTTFyAfwJ+pQeo+qLbNkA/pW75QSR+ATXtlXC/t9QTCtFcTPwShvWr8MJLVBuLUBaLwK76tPlBvk62kplusPqDVBp5A/S2bT6E2tYEFY/lLBn4yAn/HD2bkT8BWF2C1gScRVhsw1QRapTaQr4JrURv4ABK6OoVw2OwsxIO5Cvl4t4JxlkRtXkDzA80ybmBqM9D+0NkE2tBpE+uHDNDuHE0tHk21/AyHzarlZ5oJmzUbtlrrsFm7t08Km33BWFYL22yxzvO5EcNezW6vrYJw/Yy5rILmpWeYcRbl0XhofqBJ4QamNgPtD505j8a2enM01XTOmqE2V2OcmQPNowgKNbW+WTWaaz342Rrw8wm43v01ilM14Gci8PNJ2G+sZfPTEPad3l8a0WoDGmdgqA8Y2Fz+ZARuVm3ADKtGqQ3EhV05rNpI2HUf5J0Yh52fOQFJim+GEAGG0bxH049kanMvmh9ounEDU5uB5geacwDG/KAQ8yyArYTH1EuwnnM069WjGUV1avOE+ndc6Owt9e9jkJCSBzXQqHt0JySU0w2Jtf/AN9o2+0L13Qyh0u6HsGU07XU/wk22sgg32dLncDAC10t7LSFebSAPu8nWEgJ1gaOw1QaOIqw2MOfHqwtM+/FqA5N+vLqAxg8ivmXzQxH4PCTxrCcY1dQGzhr4jIHvUVgf814Ifd1UFzjlx6sNmPh+RKsNXDQwqw184NenNvC2X5/awGlI4nwa8mycUstugiT2uyCDzDbIO/QWsDJIH0DQ/EzjdxTOQJ5vE++HkA3eVX/zEG7ffADy/jQ70IzgBu1Do62pgcaX2OglBN0w85AP45jCOvk2hsZaOuf86JbOlyHFoB7Wp0dTROs8mmqhM9Oj+dg32jf7RhdAXxK+GyAP7ziC1s23QCiM1yEfpTd8ifU/DNW2GTIj/YYvRIMkmikvT8JJNNWk/bfk+AisHWGzasuT2GXPReDLdR6v3t/3Wdj+KuQdmYDknvS9PgF5/nX+ZgLAZT9Q4t4DKRvQeG8EvuDbSumXIO+SzhduQbh98zJkEqnrWXoh9Si6XqUP8u5r3A/xgDQegNQ8jUIm7XqQGyO8hfBmiBOgPc3RGNwRgTciqNmxanIatWY9GqBGirMf3dL5fCPYl+TiEuSmTaI+xeUkXO9AE+XRFFC/R1M3GUA9BGOQazyKoH3zfgRdAI9BEvtlxNfP6MK2avmZqHh5XD4laf0onPRhaeb4zZ5/vdtH5mv8xlo2Pwe5/81ez2a2r/l6+LWrCySFWesNm26CfJhTCBdq5iGT26sQr6fZsNk5JBMBTkO8QF1/sgcyKWRcicGnIZ6wJkyMQcocNAFiK+FtkEHUxJf8oK5sG2QQLRqYa3LianQaslYMNBNojuJcLeFfbX0rT6NuwDJsheVlKIVlNSgVCJcgcU+oj3EFapDQ2A/aUi9CdMg0XoB4Yp2IF9Ws16OpSgZQL9IYJHTSj6DT3TjEKymgen6mISKAmhk9CqHiRtFejyG5yda3q+ARdY710F4PIVlt4LsGNtUFNsNWF2Cs1Qbi1AV2JeCdCNQFtkHCKqbawDaImsAdqL9l8xyE9p6kNqDxbsgslPFPFd4Dec5eUXgvpDj4Zwqz2sA+yDP6qoF7IvBr6pyj1AbMsCurDdwMW11Ah1015rDrIYTDrh7ko3gQci85P6MHIaA10jOzSCYCXEfzYbPLuMGpzUDrPJq1oDivSp5GzS5Wam0IzyJo59xOj6YfQQtn7c1U0AIigBow74A07dqujv8GpDvkhC8x+Hppr1E02DhabK20V15u0mBrURcwabGm2gCrC0ThetQGnkV1tYFG2GafoHa1AY1rUQ+oFWsSAy9vNOxZbxi1lu3fgwxkpyCDls697VJ4L2RysQkyyWzWowGSiQBLaH6gmcUNTm0GWufRjCfgOI+mGebZmhICfLudc0s9GuVB5SDufjVq8x7UqHHmG62b1Yy7B/Iy3gnJ5czAbtvMYbO4MEyzYada4u/Nhr2aPf96to/LPzyHKvkYP7pl8+chE416rkfDYa8azn+tjp+0fRryDp1DOD/zDoQk4kEGm61YHY2zDJpXbS7hBu5Do+1G9mjWE8W5H633aHTYrIIGqc2+ECnGIS/aQajWzVBhMz9oyWyFzdS/Na05A5v2qrGmlWqaaxx+PAbXS3vVmGmvJj6JsLpAktqAqSbA+KEIbKoJnEBYXUCvv6Im4EvL5j4EIawDkAH/p+qaH0C4ZXOXup9xagP3xOB+CNnDxHchUA/oh0w2NB5AtNrAizH4dgRh1SHUpzYwDFtdQIdZNdZh1m8b+DDssOshtc1myICjn2eoezGLoIr/U0iI7X3jfm2H8oDU/dqKQK+sBxK2ZrwdyR7NAJr3aLJwHg2A+oo2V5L7yuodaMzt1xPFuQ8t8GjURwy+hKTqLdY8APFMBiAss08gL987yvOKFdL0jbbNvuRI9kFyDEx7vQ/JNNi4Jlua5too7fUEbLUBTYONUxvgJltxTbceQrLaQFzTrZMQtYEpY32tNvB51N+y+XXY6gKPQmjoGptqA4AM4t838GOQsOicsTxOXaCa2oC5/CU/rC5Qj9rAtwwcFVblMCyrDbzo22HXVyCs1Zshz6050JyAfPBLkLzmKcjzqN/Dg5Dnrxo+BKFpFw38IeQdOw2sDO5DCLdv3o7mB5p+hD2QtcQNWSsGmjMAtvnCjgHkpLYb+AyAHQp/lj2aPICMLxz8Rj2aOMaZ/pCHPBrfbt98GPIhLiOBCOCLd3AXJIl+AKptM+Tj9C1fchrtCDu1mkZ8o4TNkmjNUTgVs7+o49US9mp2+3rDnu0+/ylI2Op1yKRN17tsh5CEboFM3Dy1bisYZ2a75psRbt/8oTrmWXUuXRF4BAGtuJtwD+R7MIobvFgTaMFAo2YmUxAut8bTUGqoaqYzDblgNxwZoAY8A6BPzUK1V9NojqaWGpqdkCR9BsJsOgWjfTNsqYwQEUA90Icg4ZrbIQPVFCLUANS/6x0YqmK/cdpr3PZRNNi1xiGart9Yy+adkHuo959CvPpAOgI/XQP+cszyKHWBONwOtQEzbBoVdt0K8Vg+hXhbZn7mVci7dQTyDUqheemZaSRTm89BSDt6YrkLgfgtYIvhanyKMZREv/q9KYiXVCtOQ9iOZw28FfE1OVHLz6FJa4VHA9QmRbMTLWzpjPXl0fSpf+uBpmaPxrfbOPNAE1VDMw65njsgfPhlJFCbfaN1MyT+/qaaEITqZ9S1fQKSU9gLSXom0WBNmmsv4ptsdaF+2qvGTHuNUh9g2msFttpABYHawGEkqw0sw26ytQxbfcBUGziGsNrArMLPAXW3bP4hhBiiE8R3IKw2cMX3/VMGvkz4ku/7EwrfCamR0B7xXZAaCY3vhlDozxj4HOGzvq02cNpvTm3gY98Os8aFXe9HWG3gI8h9vgnyfunnGZDn+yrk+bgMud8jaN6j8ZBMbZ5G82GzsxCquw5LblZ40cBTBt4CeV6WDHzNwGMKmzU5XKNj1uBshTw/GjdsrRpokvI0pyFFmwW0rqVzvR7NUAJuxqPpV/+ux6PpVOuHGGfq3yH5GV+8kX7Ib08iAnRAXoA3YLduDtXP+EbbZkiidlJ9rKJor0xzjcKN0lTr3f5zsJtuReG4Jl2t3j4pbPYFY1kttOb5mP1FHe/nMWz2IaReaDtkosH5mS7IN+UdyLfjZqyOxlkRzQ8013GD96HRtloejYlbFT77THg0qE9QcyeCTndRRAAPQfHZQchscgHR9TMZyKDzEuy2zW0JmylL+nDVk+9ox/m14veFzt+vvWWzxiOQkNn+Go7X6oFgXW7vVw+j5iChnR9AilbfVMu3QLyXA2qdaxDPtgtBaGgjZMJ3jrCWX9kE8bC1hMwoZLK4C8nU5hyaH2gW8Bko1gRa69GsNsV5CkCXL/TUpIFhMmF5qzyaJdSfo+mH7dFo9tIoxI3NQrVwRjK1eQxBF8AQEUCFxe6BeDTHIGGQq4imNQ/ApsEOIJoGm0R71bgR2utR2E22TNqrxt9WeAS22sBGJKsNHESy2oCJ9yPcZOtlhbW6gMZjBn4W8S2aP6fwooG/BwmPavWBbYhWG9B4B+S9+KGBxwy8ExJK+ZHC45BnTKsN7IJMblhtQC/fDVttYA/kef2pwnshUQIOs2ocpTbQSzhKbcAMu7LaQA7yDHZDwu4v+0GO44T67WOQ3FgK8g69ZXigh1Ff87PDkEncbiS3bx5B8wNNBZ8BajPQWo9mPAG31KNRN18XbX5WPZrLsFs4j4Oozb7RvhnJigD7ITTq84iWnRmAfPxfQpgGq7FJc02ivZr4CYRpryZmtYEommucugDTXjVejsGsNpCkLhCnNqBxlLpAErvsuQh8AbWpDZSq4Gcj8Fdo/Tis1zfDoqwWEIejwq5R61doebWwZVQY83uQj/EdkEGI62fOQwbCg5BBNo/mw2ZnkNy++Zz6e7MDTSc+A8WawI3t0QBBnmatWWeN5GiqeTRMb44r1vwYdvvmKCLAiNrvB4iun+mGatsMqfn4vhocWh22WuuwWbu3rxY260ZjLZu31nk+6zbs1cbtZyEeXwfEu+X8TArC3HoPQtzoRfMaZzNIJgK8D7l/us6mA4H4LXwhAG2JwZ2QCeZKrY6yn3uP5jSAnX6ggByHP0XrOm3qPM0N5dEoLySl1gt5NL6w7IYhjJkoanMaMsB8AvtB165+CvJivQYZRHTrZl0/k4YweF6C3bZZh82SaK610l6fN3AttFdWF0iiwcbRXh9HvNqAiaPUBR5FuMmWqS7A+BHYagOPqOVPoP6WzT9W90rvr6raAOGvG/h+Y3lvBL4P8WoD9xrL+1G/2gCHXaPUBhjXG3bdBQmhvwwJI76mlm+EvDe7ISzBtyHv2260X+PsAMQbPecH3u64wgUDn/Vt6vMZwnqyHvfhH68TN7u/hq0lA40v4ZUFSEwX6qO1BIlTwpcq5mWF2+HRLMJWWF4EkDLwPKTXTaeBO9QHBBB13BzhTvVBAmQg6FIfOEBmNd0KN+LRaGpzBdEezQYIjbGAaGrzVsiANA+bw69fjJsg4bZJRHfUPAKhLV6EfFBfVJMATQS4C/XTYJn2esYPaK+aBmvSXCf86jTY+1Cf2sD9CKsNvO8H6gIPILnJlqk2cALRagMmjlIX0PhhyOB9DY2xzT5A7WoDevlPDPyowtMG/pFvqwuw2oCJH4OtNvAYktUGTKzVBRjPG+t/17fDqnFh1yi1ge9CnsvNkO/A940P9YOQ5/x2yDfnOiTXcwgBWSCl8Fsx+GAEHkA8EeBmyPej2bDZRzAGAvV+JuEdMTiFcE0OL99OeJtev1lrlUcD1C5F08qB5jKkDqeC2hWXG8WThKcgyc4oj6YIUQnQHp02naPhYk3O0cQWayKCCOAHXf/eRjQRYATiCb6JcP3MC2o/gMzOXNisNWGzLBpr2dxb5/nciGGvZrf/CJKDfABCBuD6mY8hHv9RSK3Vx5D8pB68xyE1KBrvgkzephTeDak5mTYxJAeTRG2uoPmB5lMAy8bgPwJR7tDfio2QyarGmwAsGIP7KKRj7LyxfNbAo+p6VKvR2QK7Rqcpa+VAM4HaijZbPdCsNcU55NGogagEecBNszwa9bcoj4blZz717U53exBWbb4J4nXMQxEBfKN1M8Sr+JEvyV6dnxmGatuMIGxWQfNqybx+FE760Nd0fL+xplr14mdrWP58xPIHUX/L5g8gHkvc8U2cQrRaAC9PWv/LVZanI3Aj6gLVcKNh1x5Ioe81iOfC+ZkihAgwBnmHZtF82OxNGBEE3+hqS7gLzas2T+MzQm0GVtej0Xga4ZbOGd9u6dzh19bSeT3I0ER5NEB0nqYZj2Y7ZCApIWCcmQ/6YYSbnY0jaN18LyS8kYJ8AL8Du22zHmjGYdNeNWbaq8aa9vrTKljTYONorwOoX23gNfVbtdrA6wpr2quJWW0ga1yrKHWBFJLVBkx1gbKBj0Du8btojG32I9SmNvBhFXwbZKaqJyK3Q2amHxuY1QauGfg4wuoDSWoDFw3MYde7Ic+tGWY95wdh1qSwa6TaAMSTKUHyM3sQPG/DEO9kG4ArkOfqGOzGakBj0jOfACj41K6Z8BJaI6aZx2ekWBNYXY9mAkIIqCDc0jkJn6+CW+3RDDWw/Syi2zlH5WmqeTSzvoRROtX+ooo1xxFWbR5F0L5ZEwE8BANNSEgT8uGcVi+ypjV3q+XfRHWaK9NgG6W1RuGoplqMK7R+rTiKFpuEk9QB4tQJtLfhobGWzZWI/a122KqeMOZahM1ehkxWboZ8A37oB4n2ByD1M/cikC8aRhA21taIRzODZI2z99B4TsbEKTiPJtJ0aCwOj6t/typ8Zno0k2htkWbS/jSeQfMezQxkkJtUHxhdrOlBtXBGdLFmlMbZdsis6wKC/EwHZCb7I0T3n3kQQoWeRvNqx6sWNovBzZx/vdtX+5DegfpbNk9CPpD1XI96r18rBpJ2Hr+W9RcgjLf7IO+PGTZ7EOLNpiHh5OsKNxoqMzFQG7V5J8T70aG+nRAvTOMdBs5G4O3qd9XjkaxbajOwNmQAoD4Kc7X12+HRNBo6i2rnXJdHg2j5mX4ELZzHIUwtD0FMl6nNbyG6NcBRSK5gGkF+Zrs65hsIwma9sGmvGjPt1cT3wKa1xtFeByJwI2oD31R4CBIq0ljTXhl/y8BHkawuwPg7Bj4MW13gEGGtLtAI2+wbkI/jy2p/WwjrKvfvGXh3BNZqAlshz42pLrATtrrADoTVBkx1ga2w1QXGEKgL7IStNrATklQ2w65RagMcdjXxBthh1yGEw64HIR/y9yHPE+dn5tU1uQsy4LyurovOreQg4bX3CL+vcKe6bhp3qes2iGRq80XIJFEXcG6HhBo13oFADFfjCwbeCYnYrDDAjL/XE+pivGbUZqANoTM/YFoxbodHcwXABhV2WJOBxq/ezrlej8YcaLSgZlSx5mZIzH4GynX37S6AmgiQgXxUf4qgfsZD4NGcRLht86MI01yjmm7NGsuZ9vp9vzrtldUGotQF4tQGonBSky3GcWoDTyKsNhClPlBNXcDEz6H+ls0zCKsNaHWBKPxMBP5qBC4aOEpdIAlz2LRaWLUW3GyY9SsQ0kQ3hOJ8M4KBbQCSk9sIyal5kAHmEoQ+r+/TAQh9Pg5/bNyHA5AIwn4kU5sX0Tpq84Tx93HUF+pK2r7e/TVlLRtofKEFVhDkOaYgN3pQ4UlIrcsgWidDU4C8nBuw9kWb/Wi9R1MTtRl2F0Dt0RyEsNWmEdTP7INQJCcQ5Gd2Qe7Za2hN2KwZGnEt8fl1HzbzG2vZ3Anxntp5/dqdP1kNrD2ZeyAFzT81Boj7IN7RPZD36yeQ96GA5ER/LUSBKCoz4xRaM9CMI75mhpcnYd6+ZtwKa6VHAxjhMV9yDYy1V9OOos21HGh0nqadHs045PqZD6aeUZkvhkUEUA+Nlp45AfEIPASNzp6AqhhHbbRXEzOttRYabBwttha1ARM/WQNmtYE4/HgMTlIX6ECgJvB5xLdsjsJfQqAmAN9WF9D4YQTqAF014IdgqwucQKAOoNUGWF0gSW3ADKsyNsOu1cKsZli1HrUBHWYdhoRGb1X/fgmBnYCE+fZBJp+vQr4/w2g+P/M+amvfPIzmB5pzkEn6pPrbIILuoBpXDDwEoOQHNUDDkDzttMIbFNaRiREk1+iYNTlNW6sHmlrzNCssMmX1DjTm9utFhqYlHo0aBCyPRn00N0MewL0It2/WjLONkIHrFIL8zE5InPoUgrDZAQRtm3XYLIr2Wm/TrSjaq54VRdFeP43AJg3WpL3ejWS1AVYXSGq6Fac28IDCF43lH/i2ukA1tYGo/EsSrXkC0WoDmjr7MAK1AY1fI/yqH0jdPAJbXeARiLqAxicJP4JktYEf+2G1AcZmmLVetYHEsKs6r2uQZ/s+hPMzVyHe+e2Qd/QdGBX/yo5E4FoYZ0ntmz9Aaxhn85BnW09EdkLysxqP0/JxrGNqM9BGj6YK1kw059FU92h6IQSAefUbz0MStLrz3V4IEWA/gvbN+sU4BvnYVBAMNCEhTQSyMx2QD9Q30J6wUzNhmxs1bLYN4ZbNuxHfsnlc/VfP9agl7LWaYbN2HJ/X/y7k+7EVcv2OICAq9EJCXAMI5GeykDqaVjDOKkimNr+L1gw0RXyGqM1AezyaWijOF9D6ls5r7dHwQJPo0fjRbZyjijVrpTZrIkAPgtbNun5mN4L48UlISOIeyGB1Be2Xbak3v9Pugasq9qs32WL8pYjlz0ES2Doh/xyQ2LL5edhhR6+G81kZCKusXwuutr0Ok5o4avmXYtaPw42GWfOQ5/YRiFfzmh8QQ+5FEDI+A3mH9kPekWEE9OEhSOhpwsD9CEJiwzCoxQbeiNqozbuhqvzV796NgOqcRiCGWw2PQwqO6/FI1jW1GWiPRzOegHf67WnpvNYeDYfOavFotDcDxMjPwKY2WwONH3T9O48gP3MMQetmTQTQ3kwaQdtmTWveCnm4TBqsSXvdBqFb6tnjdtTfZMukve5CfU22dqM22qvGjaoNaFq4Vht4zcCm2sDNCKsNZBR+DvFhsqiw2iuQGbNWHzgMqXo31QYKCGbQtyj8noGXDXwr5PnSNTpHITF3jY8hWm2gmvrAbRB1AT3zvh3JagNJYdYktYGQqKta7/uQZ3MU4fqZ70BCrB7kWToGEbh82w9CXIcJH4nAZnM0HWarhQhwCVILp1mTWxGI32p8zRgct6nrpPF2CJN2Kz4jfWi0rZVHA7S2pfMmyAebFZYZ9xDu9QOvahpAnx94TYynIPUyKQMPKNyQR4Pa5Wf0DGMEkvS7DiICqBfjNthEgD7IR/JnCAaaO4BQ2+ZnEU+DfbYKLlXBTINNws+itWoDzwAhtYEorD8mnyPc0HLI4HccdsvmO5DcsnmwzuMlnV/k9gjsRgybfRmSx8lDnmM9sGg7AXlHrkDejVcgH/9OtEbjjKnMUTiPFqs2K3MeDVmtZACgtQPNqB+vsAz1kUnC0wYuQQajAQPPGrgImS31w/ZoOtX51eLR6G0Be6C55IdbOE8gmtp8GDLQ9EO8ivcR5GfuguRslmHXz7zoSzHgOMTrcGGz5vJFevmzkLqbBePvSS2bX4AhGlnj+bRiILjRtv8E4tXcBnmOb0PggXdBvJdO9bc7IaSAU5D3pBbqcjV8BOJp7kZy++YcWkxtVlZv8j5p+xueDHAVIoDZr/AViFfRZ+BuXxJ3rRpo1pOwZis8Gk1t3gy7hfNpKNVmP7p9862QAacImVWvEAFUKKsLMjCdhFTaPw75yHVABiGTBmvSXmuhwd6P1jXZ6kP9tNdm1AaGEN1k65tV8DDC6gJH1fJG2GYvQD5u31b724hotQGNRyEfz5di8D5I4hy+72+GqAtovAXyQXtZ4bEIvBuB2sBWyEfUxOOw1Qfiwq7bISEijXeg/rDrqNrHVxGwzt7yA0ba3ZB34A61na5LahUR4Bpqa9+8E/bAsadBnJTMbxkZwA9qZiJxq6ylA40f1MrsrAG31KNRf6t3oJhMwLXuLzFH40uILQVR+k30aBBfrLkLdvvmtxAQAUYg+YwPEBABHoR8iLoQtG3WYbNaaLBRtFeT1mrikwjTXNtOeyXcCrUBjaPUBRh/C3JvH0GQwO5BbS2bK7DVBp5GtNpAvgp+GsA3DPwM4achagOFGBynNvA0wmFVE3PYlcOsOgxbqoKjwrChMCvkvrwOmRiNIxw2+w7keZ+CTKiOQMLIKwOH+ogejsBvJWAgmQigxTQ/Nv7eCP4UUsx7RZ1DH+S9NXEnZFIPXyZeOchgqCdWWaiaPDWxShNOoXqNzhCE9apxS6zVHg1QG8V5HK1r6XyjeDQZSNFUBeTR+JIH6oeE7qxiTT/ofHcGwUBzAEIESCHoAqiJAMch8WkPMtP7AYJGZ/dBXtYFyAf8a4im8d5oYbNmz7+e7aPO/0torGXzD2H0nok5XrvDVmt9/KTtvw3x8gYgnqd+nrWdgBAxRhCQTI4BOAupF7ui1tsOYXterYJ3QEgS1xTeCXm3tyFZ46xV1OYFhGtokvBEAuaam6T1J9Bia8dAU2ueplUezTyEItyLtRtoLI9GzYQ4R6PzM0DYoxmA9BApIezRbIEwV5ZgM87ehd0F0CICQAagy74k/fWM71HIi3o7JPfzKeqjxdZKc02ivbLagLmcaa210GCrqQswztSA49QG4tQFPo/6RTS/hGT1gUcNnFP4jwmby08aOEpd4BEEYVLGjagLRIVdNY4Ksz6AsNpAUtgVkIFFP8d3Igj15SCTqwpkUnUcMtDcqv6WlH+pJX+TRAQIeTR+wBA18Z4YnFI4hc9QHxpta+XRtGygUSPxWlOcZyEMtRJkMOlAFY9G/ZtzNDpsBoTlZ8ZRvYZGM8461bK3YBdqft+XmPuwWqbrZ3TY7CjsJltHITM6kwY759u01xm/epMtTYM1aa+Tfn1NtppRG7gL0mRL4yS1gXsQrTag8b2Q2V6c+sAnkLDGM6i/ZfMliEZdLWoDGr9j4BMQaq6esT8EyV1cNZZHqQ1o/DDqUxtgzGHXk5Cw65SxPEltgMOwoTArgsHtEch78r6xzZ2Qd+EYJEx8HHJdL0MmYq1gnNVKbV40ftsohFKuz3MzAjFcQCaQc4RnIN+xCWPf47jBizWB9nk0UQOLicfRnpbOa+3RAEH4rB6Pxhxo2KPRru8QZADT9E1T4+wwhAGzjGCgMetnvguJxe6D0bYZKmzih2m62lzYrLaw04NorGXzPRH7c2Gz8PZPQr4b1yAfdTM/o2nO90HCZ2OQCVyriAB6oHkXWPFEVgYaA5fgqM1VbS1DZ9NofUvnepP/rc7RAMFAU69HM6lmvv1qv+ZAMwGboWJ5NFBEAES0bkYQbnhY4V7IwPQyXJOzerev9iFshG32h+bx/epqAyaOCmvy8iTMx6t3f40ev1oYNSns+hEkPL4PQX6GiQDfg3jjFQStmzUR4C1j3SicNNBcRG3tm0fhqM1Vbc3IAH57WjrfiB6NGTrbCAkllREOnekHcRTUvhlhxeZRCPPsXdj1My9AwhEvQTycmxDEujcj3HRrL6o31WLMtNdtsGmv2xGmvW5H9SZbmvaqaa6a9qrVA8bVtWD8E4V3IbrJ1k8V3qOuO+NXFN6rrtHPFL4JttrAPshE4TU01rL5dYTVBrII1AYOwO5zfzACpxF8OA9BCCBvK3wY8uE11QXKhIuorjZwK8RDNtUFlgibYddjsNUGbkNYXYCxGXa9HXbY9Q7IO3EIQa+kb0G8wO8CKyHJuyED0XvqN2hFgNchEjRvG+vu079f4ZsM3AF53t8l7GH12jdrj2bC+Ps46gt1JW1f7/5aYu0YaC5BKua7Fb4IYNCXxCIgOmYat7qWZq1ZZ0D9Ho0ZOhtF0MKZPRorP+MHXf/eR+DRmPmZH0A+tFsgL91JyIxQh800zdWkxcbRXqNosElNthppulWNBvsMalMX4OVlA7N6QJK6AC9/npY/D/lANtKy+TCSq/+/tMq46eMjsFbhJyETJE1dPuUHOaLbITmyI5AJkX7+b4O8V+f8gKa+D5Kf03g/JD+3aODTjCGRhFqpzc6jqWItH2jUi3gGMnvV+Czhcwq3spZmrQcabufciEej5Wf6AZT9oIWz9mg+RvCgH4A8mGXIR+t1EBEAwvB5GeIZDENmy09AEqutCJs1k8+pJT5/o4TNvmD8vRa22ReqHH81cbP5k9XAL0Keae05HUP1+pnvQ8ggn0I8sS1YHSJAK6nNZyFe9AVghfU3CJmsazxg4G7IZPWSwj2Q0Djjywr3Qmp0NO6DXaOja3KuosXWDo8GaI7iHFUrY+K4os01GWj86HbOjXg03IfGgwzIZuhMu+6HIS/CfnUdFhG0bjaJAC9BtW2GhCGWIA90Eu2Vaa5J+CGEabDNqg1oGmxvBL4vAn9D4T5EN916QeF+hNUG7qbldyFQCxiArTYwiEBd4DnU37L5RchH85vq78MIqw3cmoBvQaAmMAL5MH5H4Sh1AcYHEK8usB+2ugDjfbDDrGbYdQziCXDYtVoYtlrYtRsSOr1PXXv9PGvT+D6I3IwHeYdqIQIcTsB6/XqozR+p8/caxHmIF6a95h0QL0zjnTXgM358zU3SchO3zNo10Eyg9qLN1Q6dDSXgRgeeWdjqAJEejXqocpAPPns0TG3ehKDTnRU6Q5gIcBDBbO5WiGdj5mfMsFkU7TWu6dZDENprrTTXarRXE8epDUThJHWBH9LyJLUBVheIUxtgdYHHIR/d7WisZfMoalAb8AOJk6cgGmpx+MUIzOoCSbia2gCHWaNwUpi13rDrH0Ous5ad+RZkQNGDYUbhM5AP9DZIPu42kCKAsnZSmy9C8mH6fdgAiUhoPAJ59/XzvxFCMNB4E+S9HcJnkNoMrE+PptHQ2SgCheW0Wj6FQGEZkNj4IOGhCOzF4OEqeAa2OkA1j6YTwgwrI8GjQVC12wcZlC7Apja/BSICQOLW70EGs3HIIPQo7PoZFzZrYdjMr69l8xeqHN+FzcL4KciAfitkQnbeD2qIjkJC8AcQCGlqIkCt1OYkRtonqK19cxdEg1Df51bmZyYMzMuTcBK1OWn7ltlaejStHGguQRqnlWArLDMuQhgq/YT7FC5AJCBMvGjgPMQT6VV4GTKb6kGNHg2i2zgPIdqjGUeQkPwYMjsegdG+GdFEgO9BQlE/gIQ0ltR+74TMDFdebL86zXW1cCoCR9FgkzCrDZiY1QOS1AWSsFYTiMq/JNGa/whhtYEo9YEkbKoHJKkLMH4UyWoDZlj1ZALmMGwrwq4fQerGRhAokZv5GV0/o593kwjwAaRAUoem+iCTuI+r4H6Il/GJwgOQAaYDye2b30dYHLPRgSZpYKjXo2l2+5ZZOz2aqIHFxOMw6MrK6h1o9PbXIZ5LFmtLca7FozEHmlo8GjM/sx9SmDmAoAvgUdgejU6M6rDZo5Cw2cNq+TjCTbZM2uthSPGZjkMfQbjJVh42DTaK9mqqC9SjNqCxfhFvQ3KTrXqbbrHaQFzTLa0uYOJz6prtQf0tm8uw1QXuBfCJ7/vnFb4PUvx5QeH7IbNlE39I+APf9y8q/ACaVxt4yw/UBqJwXJj1YdSnNhAVdn0FklPTYbNq9TN6oPkh5Lk4BZmM9arfqBmIh2vA7zBG0KFTWxQRoNXU5qRQV72MsgnC9WzfMlvr0NkFtKClM+TDeQ0y+1lT5hlq82iW/Og2zqZHcx7hYk1NBNBu/i513EUErZtNIoDOz4TCZn51murnEvCzEdsnYuM6fFbCZs+hsZbNK95Ulf27sFmgBqDrZ16EDKCazJBS+FXIO6A99nH1t1oT/dWwXr9WIoCOOGhrFI/jM0htBto30JwHMKI+poDMzjcqt13jUQhL5Bpa09J5PRRtJnk0ZuisDzJz99T2+neaHs04bI9Gz6A4bHYMMvBshyQVZyAhs5+B2jYj+cPTyIeqlbjZD2ert6+2/DnU37L5D2vYf83Yjw571ouTwqit3n8t+OsQT+t1BM/0NcOLOwKh5O6CEC9uQxA2W00iQCupzVGhs3E4MkB1U7O485CHROMLhM9DmCKftaLNOI/GDJ31qW16ITOygjr/K4gv1jQ1zpgIoMNm9yl8KySf0w8hIVxAfJOtjRBmlA731EKD3Ycw7VVjrS7A+GWF66W9bkV8k61tsNUGtqO+Jls7IR6yVhvYpe6JiTdCwpfHUX/L5o8gdRGvqL/fpO7NzxTeB3keTNwTgV+F2D7I8/SawvsRVhvoIJxBvPqAB1ttAIQ57FqCrTZQQFhtwMRJYdcFyD14E3INvwMJD1YLm1UjAnBin3EtRAFWAYjCrQqdnYZMlD8FVnJpGyPweYVzkAiOxp2QvNIFAw/DrskZQvUanW5ISF6HWFtq7fJogNWnOGuPZhKt1TdL2p/GM7BDZ0keTT/s/Mwg5CUrIWjhPI5wDU2URxMlpKnrZ3TY7GuQsE0c7fXpCGzSXJ9CmPZaCw22Gu21XrWBZxGvNvBsFVyqgp9BbeoC1nL190ZaNj+GePUBjc2wI+O6w5a+HQZl3HRYtNUYdtjsBcTXz5gDTcijUV5SI/gd1Na++TLkndZFkoOQSZ0uihxCIIYLX2qmsoTTapvzxrO7HZIrNDEv/9R4NrdDanA03hGBzZqbKHzGwC21dg40teZpPqseTRG1eTScn9kMeQj7IYPOMmTguYCgfbOOIWuP5jhsxpmZn3kRpNZsnNONGDZr5vzr3b5aPqcRtpkOm8UdfzWuby35p7XG+nnVz69mmOmB4EGIV3wnghqyjyHe6RTku6bDbJvV/zVZYguEkKFn7mOQGhcLQzzL877dvvlTP9y+eRtsavOeOrGeRI7jM0ptBtaPR1NL9b+Jo9QD1kOOhskA9Xg01fIzu2GTJ0YhA1RO7XMR4jJfUtt8DAlxvAEZgH6E4EWthwZbjfZqLj+JcJMtxkx71birCk6ivVZTF6hFbeAB1K420AcZuBm/jMZaNn8XYbWB4wirDcTh243thyAzeI2HEa02oPEGxKsPjEBm8t828OEYHKU+cMDAOszKOC7sehOEOaYjEzqnO+8HPYUOIigJOAd5L96DhA3fUOf0pvEhP1ILRmAa63yoNsatDJt9pvMzQPs9mjiK8wTWzqPZUCdeDY9GExqq5Wf0g669GR02Ow6J+d8FSYzqWd7tkNj8UUi8+TBs2usDaG2TLcYPI9xki2mwr/mNqw08gvrUBh6FKFtPG8t/5FdvusVqA49BckH3obGWzXcirDbwsh+oDWj1gQVju5cS8Hf86uoCT6E5tYGnI7AZdo0Ks7K6QJzawDMR+OuQ+/J1yP21vBllGpv1M/UoAtTKSFsLIkA9HkktuJntW2rt9mjGY7AeeFqZo2mVDA3jdnk0eqCZRLhYU9/4vRAvpVYigA6bPYrWhs3WA17NsFm17Z+DLZrJOCqs9oWI46/19VsP9zMK63xiLfUzjSoC1ILr1jhT1igeR3Koa6IOnDTwJG3fUltLj6ZdZIAbKUejQ2fXUB+1+S3EEwF0fkYTASzZGb9xmuqX2oz5eI3iVA24EfWBr6n9fEH9PYvaWjZ/CdHqAs9XwZka8JMRuFY1gajljxu4IwI/FoGT1AbicFTY9RsIezQrA426zxrr513nJ+uhNr+VgNeDRzOO+j2YenM4nwmP5hyAMT8oxjwLYCvhMUiSLqrav1a8XsgAzeZoojyaCdRGbX5F/f81SKjsPUj8+xwkGToHm/a6H2HaaxY27TWN+ppswcBHEG6yVUL1Jlu10F4XETTZOor61AZug/SE+cjAU77ddGvSD9QFjkPqNkx8FcLs4ZbNH/nUopkxAgaRfpHvhiSadd7hHghD6KyBzxI+Yxz3XojKrj7OfbDVBqKwqT5wP2y1gQcgagOmugCrDXzgV1cbOAE77HoC9Ydd34Q86xOQZ/YahIlVguRtAMnhFCDPSi/kfRmDSMfshTxvB6CeUzWAH0DQ/IxxBvLsm3i/witUZr96++ZWezSODFCv+RJ71TN0jfWDAV9iu1chdQFmS+cp2C2dJ2G3dL6OiJbOEI9iPbPOMkjO0cR5NDdDQmh7IaSADeoYeQgr7axa53VIvuZ7CGaJTyOe5vpsDXi1m24lqRe0O2zGYaZa2GY6TMbLq+1vLXEtv3e1MbPNTkDyUPq+c9jsDgSss/chA/plP1Dp3gvgYgK+4Ad5s5sgE9l+JLdvXoS8ewMIall6Fda1Kn2Q91zjfsgAqfEA5Pt3BfJdPKv+noF8B0y8hfBmyERSe6SjhDfDrsExl3ONjlWT0w5rp0cDNEBx9htv6TwCmQWX0bgCcxSuNaeT5NGYEjSco6nm0ZyHPIBLatsRdQ0PQAYUpjXrRGnVsJmyqA9vHG53fD7p+M2ef73bR53fl5HcovkXq+C1zodF0Ygjf6+/dmoAOj/D9TPV8jOaCNAuRYC4Qk0dxt4D8RR17ckeiMfLuBKDP4K841f9gFgxBhkwNVFiK0SvT+NttHwbRK+vYOALEbio8PYIbNbotNzaPdBMYPWLNocgtSe9wIrnlIfMHOALi6ZAuAgR44MvLJ0yZEDQGH7QinoRQMrAC5ABJY/6PZpq9OYZSKirDzKL2Qu7UDOOCKALNb8NxbRCmPZ6DAGtVdNgTdrrLQhorIxHEG6ydRg2zZVpr7WoDXzXwPsQqAdo2qvGWyLwXsSrC+xKwDsRqAtsh602sB3yohbRWMvmPGQSodUFxiH3+icK74LMLjXeDZlQmHgDgp43eyDP+CsK74UU+/5M4Zsgs2qN90Geo1cN3GPg/ZBn/zV13vshEQITs9oAh1kzsMOsjJPCrhXIrP4m9TvvhTxv+nnWA5LG1YgAh1Ebo6wa1us7anOLbd15NMrWbdGmmo2seDUGzqB5j2YZMsgNI5rarF8Mk9qsiQA/hYQSJtT2XerfR1Ffk61aaLBRTbZMHNdka7XVBp5GcpOtOLWBZyC1Pr+Axlo2P4N49YFnYasDNIKfj8HPRCxvpdpAS8KoEHLBNyH5sg8gg2UHgrzcLsj7dA4yIPwUEiJul0ezmkSAcXyG8zPAZ9OjWSvmWT9k9grEezSdCHs0C5BZYw/CfWh0foaJAG+o/59X2w2pde6CvLBPwIXNGtm+WtjpOdTfsvmGCputMeaw2YOw8zM6LHwH5B0YgXhGn0K8pNfROo2zWqnNe9Aa1eZaal54eRJuZvuW22p4NEkU52oeTVT1v4nXI/NsFjKg1OvRpFG9hkYPNNqj0TMg/bsPo3r9zDcQ3WSLaa61Yk17jcNMezVxNbUBE59EfFOtRxCoBWi1AVNNgPFDEdhUEziBZHWBT9BYy+b3EK028A0D32Pg/gh8N+G7EKgFDEDCR9XwIOTD/GIVPATxIL5p4NticFSY9dYEnBR2PQQJhz2B+utnfgJ5N85B3q0dUExFdS+3Q3lE6l5uRaBV1gP5pkThJI9GT/xaGTpLCnXVS22eILxm1Gbgsxc6a9SjmUzA9VCc9UBTRHzjsz5IqAwIVFOrUZsPQF6mDWq7dxBIo0fVz/wMkucAwk22kppuNdJkS2OmvT6IeLWBB2HTXk/Apr2eQLjJVlzTrYeQrDbwKi031QZOwlYbeAQymDyKxlo2PwpbXYDxYwB+4AcsqMcAfD8Czyn8OIDvEY5SF5g3ln+Xlr/kB+oCT0C8BlYbMPG3/drDrklqA5FhV8hgc139dysk/1ZtoNHPOxMBDkKeVR0iPQh5VqvhQ5Bnt2hiyPu5Acntm3XutF2hs3pCXUnbf+ZDZ2cAbPOFgQPIj9lu4DOQWUi12ph68XrwaLogg0oJ8a2c+9V6mghgejTjCDwazajrhwwwRxEmAvwIMtO9DGGo7YPMKleK/JS5sFljYbMkWvNzVbALm9UXNnsQ8kxvQPC8wxdCRi/Ei2hUEaBWosB+1Na+OQd5bzXluCsCjyCgFHcT7oF8M87BkQGaMzXzmYJwwDWehlJUVTOnaUhuYzU9mkY9liQ8g4B5lkGyR5NFID/DHs1ZyCDcAXHnDyHcGuB1BD1CPkIg2tgq2Zlmaa6toMF+qYXb17I+4x+jsZbNL6M+9YF0DfjpCPzlGBylLvDlGPxkDM5G4Cj1Aca1hFmj6mde8u36mZcgH/kZyLtyO+rTOGslEeA9yD0/bXhEuwBM+AHJY3cEPsVY/XsHAo8pBQn5nSbMyzVOQ1iRZw281VieQXKNzhjUANgua7dHA9RGCOhCcy2dL0AGr3r0ztrl0WjmWRrVPZoiJJHZh+oeTRGimrAHdvvmYwrvg8yq3oTE8XXY7EXIC/4e4mmvN6lzNWmvvahCg0V0ky2TBnsz6lMb0Fgnaw/Cpr3qAVSrCxyGrTZwGLbawBGE1QaWEagL3BqBTbWBYwirDcxCPMhGWjYfBXDdD9QF7oCoDXyi8HFIbcQpA18mfMn3/QmF74QUG+qZ6l2Q2geN74bI2JvYVBu4G2G1gdN+WG3AxBN+fJj1Y98Oq9YddoV44EcR5BdfQHL9zH7I+zKJwMOvNdEfhzW1eTU1zkYhtHgdrtys8KKBpwy8BfJcLRn4moHHFDZrcpJqdC4ZuC22GgNNLXmabWhNS+cS1l6GphaPJoXq8jPX1D4GEaY2vwv7A30cQX5Gx7XNF5CbasXRYDVuJe01qQkXV/uHqv/96rTYVm9fN9tMWbWwmgub1YZPQgaPfshM/RVUb3TGYbNdkI/yVThqc7Xt1zw/A6wfj2YcrSEEaCmGtfRo9EAT59FkUF1+JgVxazX10aQ25yHu9q0IiAA/hLyAsxB3+S64JmeNbB+1/NtorGXz12s4/mpc31ryT23HfnwYVYfNHoF4LRvVf2+qdbdAchtvogoRQF33LgThoI0Qb/tcFbwJ4n1rCZZRyDt5Hqvbvvkj/BxQm4H149G0innWD3ng5rD2wppZVPdoMgh7NNcgL1Q3wmKa1yGD1E4EHTV/Agl/zEJesDsQyM68hHCTLabBHkd12usgamuyZeKjiG+6dQtqp72OwFYb0DRYE9erNrAf1dUHtLrAdwmPILll8wt+uGXzMGy1gW2IVhvQeAfkWTbxGGQSAd/3d0JCJD9SeBy22sAuyGTFxHFqA3vUOf5U4b0QJpWJBxGoD+gwqw676jCriXsicFzYVasNPAkZyHXY7AEIk07nMh5U92VIXZM3EU0EeMvwTo+gseZnadTWvvlDtM+jGUdzHk2z27fF1otHoweaWmplTBxVa6Ops0kDw1ACbtajyaC6R5NF2KMpQWQ4dCJwL6R+Y4/ahokAVyCDlf4An4R8qI6p9c0mW1E01zja65MR2Gyy9QRhpr0+hTDttR61gadhN9mKUheIUxtIUhd4BvFqA89APn6/gMZFNE21gWcRoTZgfEwZPxuBv0Lrx2G9vhkW5TBqHOb1q+FKFcxhy0gMmRxUIB5CUv3MPZDBJQuZZLyKgAhQK6OsGtbr70YN7ZsVdh5NHbZaHk3UwGLicbRWhiaDtfdoOlDdo8kh7NFkEaY2L0GIDvsRKAJ8DKF/jkFi2ycgA8xxdYzvQwaWVoadosIuSTThZvMBqx024/PVxYM63NOD+BbOvZA6ni9HHL+R/Ml63r6W61fL9jpsthvyvryLZCLAUcjAtITWM85q0Th71xfG3FYEzLAOyPuocQ7igVbDnZAk/xl8xvvQaFu1gcYP1JAjMVpbtNmJtc/RZBH2aMqQa94Fu7vmMCRkZqoC7FJ/00SAtyC5mQ5ISOMeyABzPyR38zqCqvcomms1nKkBPwmbJhtFc01SF6iH9tputQHGj8BWG3gE4n0mtWz+EWMIs+0EwmoDev9abYDVB75u4PsN3Kvw1wycpDZg4n7UpzagsRl2PY6w2gBjDrvqsGm1sOs3YcvOvAiZQG2DCrH5EiLdqjArAoxBWIrnsPrU5nGIZ6M9Yo0LBj7r29TnM4Q1NXocjgzQvPkSvlmAxIzhS9XzEiRmDF+qpJcheZVWeTQDADy/uuLyPICs+qho3KE+SlDnkiPcqT5ygCrMVB9NQLyTbrWfOI8mhbD8TAnCmNuCwKNZgAxeuxAQAaYg4bKDCIgAVxHUFLwIeXEvwG6yVY0Ge8bA9TTZiqK91tNk637UpjZwycD1qA2cQLTagImj1AU0fhgyaD+KxthmjyBabWBK4UcA/NTAJyEDmsaPKjxt4B/51dUFGD+GZLUBVhcw8ROww64ac9jVVBeoJ+z6JCQ350GetW8iCJs9qM5Vf5AfhHgxKcgz/iPY+ZlX1X4OIWh2llL4bcLm8oMR+G2sMrXZl8n2ykBQI94Rg1MI1+Tw8u2Et+n122mr4dEAtRECPLSm02aoaNOvrrjcDJ4kPAWJN2uPhgeaLIKBpg9B6MxDuFgzg4Da/AEkdKaTq3dCHv4xyOCk8zMfquMcgQubNRs20+GvLwArXtgzEfiPFO6AeJF/FHH89Rb2Wi9hsxOQfOMsIto2K9P4KGTyMo1AsVwTAXZCuqnqgX0cUnei8S5I3cmUwrshdSbTEXi1qc0jkIZqepIwAmDJmBRsBLBo4E0AFoxJwCiks+y8sXzWwKPq2lSr0dkCu0anbbZaA80EkgkBnVh/MjT1EgQ82K0CSgiucQbCajE9miH1d11DcwnysA0gYJzNQgbVQwiIAIDM7h6EhNH2QR6ir6J+Gm8tH/K2DBx+e9QGGD/bwPLLaKxl8/mI/a38/gicQm3qAUnrf7kKTqO16gKMmwm76rDZrZAP/Vkk1M/4EoYbQ6D1V0t+piaigB+0Z35XnavG70XgPbAHjkZxUpis3kQ+bz9e5/Zts/Xk0WxEa1o6T2HtamnSsJufFdTfAPFo9EBjejRdCDyaAmTA1A/izeo3aSLAeUg+5gAkXv0gxIv6HiQk8grCTbaYBrvRwEx73Y1wk61hhJtsmbTXAbRWbUDTXoH61QYOQp7ptxQ+BBn8TVyB3XSrjEBt4AgkN3MbGmObHUW02oCJZ33f/7AKvg0yA9UfpdshM86PDRylNqDxcUgV+CcGrkVtQOO7YIdd74aEXXVo5R4kqw3EhV3vQxBm1bTmkxCG4RDkudfP3jDEG3kFQf3MHZCwZAlB6KxV+ZnNqKF9sy85u72w5f4bxeP4OcjPAOvLo7EIAX7jLZ1LWDt1gCzkQ7uEQGpGDzTs0SyodfoQeDRpBIyzq+q3jEM+lLdBPrpaSPMcJLdzDBLzvlftK67JlqbBNktrNXGS2kCrm2zV24SrHnUC7W08h8ZaNkceH4GtddhrXYTN1IRmEDLBeBRCLLgfkmvSCfX7IXVERchA8z2o/IwvdVjDkMlYLQPJWwm4HiIA4KjNddtqejSrRXHOQAYazebSxrjegSRpf5MQ76NWj6aEQFBTDzTdCAaaCgIigPZkboLM8G6HDFY6PzMLmd09huSwVVJ+pd1hsyS8mttHfTg/RAMtm5XXknT8Rq7nWg4k7Tr/JyDeTAZ22+ao/MwOyHtzCgER4CiA19WEppXU5iQiwLsq/LcTUuMGA58y8A4DZyPwdgST7SQPpR7M29e7v7bZano04wm4VRTnHNYudKY9FD3QsEeTQeDReAiKNWcgIZxRyLXYo/ajqc0pBESA6xC3+y7ICzIMCUF9E2Ha632oTnvtg4Q6XlA4ivZ6N8K0V40H0JjaANNeNTZpryb+loGPIlldgPF3DHwY1dUGtLrADjTQstn3/c2QicDLan9bIvBeyMwcvu+PQRLRjL+v8FZI6MjEO5GsNqDVBHZA3g0TjyFQF9gJW21gJyR8xGFXHVbVYddqagO1hl1/hiA/czeEYXgdyfUzQNC6+RgkhJZT10znVXLqmr1XBXdCvjsad6lr+j5q92i2Q8KRuohzOyQcqfEOSDhy2cAXDLwTEo5cRnIOhZcn4VpyOHG4bbaqHo0fX0szjtYMNH2QB75ZD6YRPAjxYoqI9mj0QNMHufa6WLOMgNo8BaFJj0MGlDG1zquQF6wfgZBmGkE9wgziaa+PorkmW1G01yS1gTgaLKsLPIH6mmxF4VqablVTF3gKMmh+Do21bGb1gUi1gQT81QhcVPjZCBylNsC4ROtXC6vWipsJs34Z8g48BJnQPAq5J/2QD7se5AYg+bqfIKif2QaZnJ1BQAS4GZLz0ffwAISdFoc/Nu7RAQjJI4/V1zgDnEfTWvOFWlhBwOKagjw0gwpPIpjhNzvQbIF8dJexdkWbQODRmKyzLKKbnnkIqM1lyABzAJLreR8yk7+m1rkd4oYvqb+/Brmuh+DCZs2GzV5BYy2bX6nh+C5sJvg+iBdzBUH9zH2Q2iI9INwHqSVahi2k+RNf8l+tJgIAyaoAraY2A8ZA4Ac1MxMG5uVJeGejuN22Wh4NYBAA1MPC+DTkw8wDR5SemYmrUZzLWDsZGiDwaDIKZxEMNH2QxL72aDoReDSdCBhnOQQaZyYRIIsgP5OGxLvrob2mEKax1kKDjaPFNqI2UA1nFU5SGzDx48b29aoLdEBm1z1orGVzDlILwmoDJn4YgTpAVw34IQN3I1ptgNUF6lUbMDGHXaPCrGZYtR61ATPM+gTEM+tHQttmdV77END6f6z+thPCFDyMFmicqd+3AcFHuA/h9s2DaGH7Zl9CyR5kkg21fw8yCde4YuAhACU/qAcahrDkphXeQHgEyTU6Zk1OW201B5paKM4ptE6GJoW182hSiPZozBxNJwKPpgeS8N+M4AEfgQyqn6jluyEPbBqq/znEq7ld/Ztpr4yZ9spNt5KabDHtlZtsxakN3A2b9noPwmoDpxIwN92KUhu4GIM/8G11gZDaAGRwiqM1P1cFn0C02oCmxj4MSV6b+DXCr/qB3M0jsNUFHoGoC2h8kvAjSFYb+LEfVhtgXC3s+hiaC7s+jkBdQOdnHlTntIjq+Zm71HVaRkAEuAWiBFFA6zya/aihfbPCrfJoxiHvgJ607IQobmjMy8dxg1KbgTXyaKrg05CwRKuKNjNYO49GDzSco+lA4NF0Q6RtKlAVv5ABcrda50PIjCsPCY/diaBm5gRkFv0tyEdqEK0Pm7US3whhs5fQWMvm71Y5/mriWsJma3l+z0JozWOQd/7HCOpneiAffE1K6IU89z+CIgL44jHfDsnZHIOq20Lt1OU4/BYctbnttp48mtOQ2XyrWjp3Yu08mjSiWWcdkIHDgxQ6FhEUa5YRUJtTCKjNvZACxX2Q/NP7avktEFf+Q8iMNunDW++HqpW4kXxOQ9v7jasJlNBYy+ZSA8d/tg1YH1+HSc0w6rOEa1EjqIajwqy1qg88DiFgFCEDzQsQ7/Y1PyCJ3APx7hYREAH2Q5he1xA0OxuEvG+aNjwEmXBNGLgfQThsGDLBi8I1aZypa7EbqvjSwJrqnIZMRuLwuMLjCHsYE4Tr8Uia3b6ttp48mgkIVfAamm/pPA8JN62VR5NBdY+mjEAVoIyghiaDoOHZAGQQyUBm2dOQmdc9EK/mJYhXMwjxcOJor9sg11XTXLcjmvaqMdNexyGDt8a7EN1kqx61gSFE017hN6428Jq6zqw2sA/JagMZiMcYFybjMJrGWm1Aqwschgw+ptpAAcGH65YInEcwY74VAQkEEMLHgh/U7RyDqA2YOEltYMoPqw2YeNIPqw3EhVlrURsww65a1PVJSH5mFPKMvoLq+ZkUJOT6AwRhM/37XoVc57f9ILxVC+bmaBrXqnG2VV0rzazcCglRm/iaMWhug4SsNd6uruUinEfTNjuN1SvaLEI+XqywzLiHcK8feFPTAPr8wFtiPAWgX70QGg9APJoOVPdoKgiUm9MIPJpeiDpzSV2HJdhEgFchH80d6lqdgcS587Bpr0xzfbYKrpX2+kwC1us3RXv1bbWCJLWBuKZajSz/Bhpv2cz7Tzpe0vlFbo/AWh02a9Y7rWl79d48BrnGj0Co60VUz88chHyULyMgAnRAPvpvoLWMM0dtbrOtp9DZBFpXtAkE6gBDwAqzbQqKUq0+XIynCc8YuKTwgIFnDVyE5FyWEQw07NHkYA80WcjgMqLwEmzG2XsQ72Jc/ZZXIWyiHGSmNw55IVsSdqqyvJb8Tqtp0O3cPur8J9FAy2aFa7l+Scdfz9vXcv1q2f44xLM5h6B+pgsyYOui1C6Ix/J9BGEzIPBoDkFIIQto0UCjJpa7sbrtm4GfI50zYHUHmqsQEcx+ha9APIw+A3dDZvi1UJhNzOtnsXbqACXYHo3JOstB8jM6dNYFIQFcgTwYKUj8dw+U5DckZHYccm3eUtvcAgkPfgs2zZVpr7XQYO9H65psMQ22D/U32Wql2gDjYdjqAhrfhAZENP3a1QY0HoVMIl4i/F0D7zOwVhvQWKsLvEy4mtrAVshH0sTjqF9tQOMdqE9tYByBqKumNXsI6mfugoSv5tR1vRvy8Z+Hqp/xhRp+EEHBskkEqCXRH4ffxNq0bwZWUbnZj67R+WyGzvygVmZnAl5E8x5NN9ZOWLMMGQy4jiYFISikEHg0PQgUm3eq874GITUcVNu+A8lx7INcm+9BPsbbIHmcqCZbJo6ivZq01qQmW/XQXh+HTXvVeM7AzaoNvOQnN9ky8bf96moDT0E++g8jSF73oPaWzU+jBrUBP6hEZ/w0gG8Y+BnCrC5Qr9rA0wiHVetRG+Cw6jNoXG1A05p3I7ltM0Ctm9U900QAD8bAovDhBnFSoaYZRtsDW4W5IayeoW7IBBO+TMi6CHdCJufwZUKWg3wb4MsELAv53sCXCVeacArVa3SGAFSM70LbbTU9GqA2inMJzQ80A1i7gQaQh8T0aFIIZGnSkIGmH3LDPXXO26GKriAP+kFIkn0WkjS9W+FPIYnuR9SxWxm2WuuwWbu3jzr/02igZbPC6z3stS7CZr7kuA5BPDEdNqugOhFgFBJOfhdB62YgIAJsgxQfXlF/3w6R8L9aBe+AECiuKbwTQpi4jrWjNnMNTRKeSMBcc5O0/gRW0VZ7oKklT5NB8wPNKOwQlbbVGGhSkNlKJ4Icjaf+3aV+37I6t42QmcmU2lbP9i5AZi9HIDOZUxB22l0QL+hdABdhz7STaLC10lzjaLLPIFltwKS11kp71fipGJypASepDUSpC2xEA2wzvzb1gUcNnFP4j2PwSWP9KHWBRxCoBTBuRF2A8YPG+lFh1geQrDYQFXZ9FOJ5LiOon8lBBhEd1stBwqTfg4Rff+BLnlQTAdIQRt6raL30TC3UZg9GX5kqeE8MThl4HD9H+RlgfXo0XWhNS+dLkOT6ag80WQg/vwgJo6VhezQZyKCjadtd6jxPQx7cYchA9LbCO9X6r6plt0AGrp8husmWSXud8+2mWzN+fU22omivGh+HrTZwJ5pXGzjv1642cA+im2yZeMKvrjZwH2QAP4nGWjY/AKkWj1Ub8IU1pfE7Bj4Bod/qWflDkHzFVWN5lNqAxg+jPrUBxo8gOuw6ZeAktYG4sOtjCMKsmtacQtC2+bi6fnr7O9X1m4FNBDgOyfHcBKFVT6H1jLNaqM2jEC9J//5RCO1cn/9myPunf/8WyPtn4hlfwso/V9RmYG08miSK8zBaJ0NTxNo1P1tEMNCYHk0HJDx4HRLeG4Aw0c5DvJdxtc4lCNPlDkgYYQaShN0HCUOUEN9ky4XNksM+b6KBls0Kr/ew13oJm3mIbtv8IOywmYk1EWAIQetmkwiwkm+pgpMGmsOov31zq4kAPzfUZmBtPJrxBDyG1rR0vgr5gK/2QNOFoCcNEPZodC3NJGRAGoEMTrMIqM0bIQPJB5A6mWNq3csIaJ6H0Vx9Q7s//DXVVzRx/vVuH7W8C42xzTxz/wb+UgyOC2tqzOvHbc/Hr2V/jR6/Whi1lrDrLZCZ/kcI1ACA6vmZHIQA8GPYrZtvQ9ACvFUezWbU1765VQPNOH5O+tBoW48ezTha09J5HrUJaw4l4EYGGu3RVBAMNNqj0cyzBchguBVBqO0sZIDZr/42B6lg3wB5YXvUb/sR5ME1aa9xNFimvWqc1GRL420I0163w6a5bkN9agOa9hqFdyFebWCPuu4/rYL3Qpg2ryjMagNaXeA+NNayeT+i1QbeMHAGdh7AxAchz8VbCh+CeL1vG7gCW22gjPrUBpYRqAvcirDaQFTYVePbkKw2EBd2vQOBqOsTUHkfBPmZLCT0qZ/XLCQ0+l21r/d8YSKGFAHUuvv1tVB4HwKvJAt5F/TyDsi78C7h97A2RADAeTRtt0sABnxJPAKS0B70JXEJSBJ8UP2/2fDZMsRTWG2Pphe2R5OCfES0R6MHmmUE8jPDCLya9yAPwi617jXIB3ML5IPRB7mOcbTXpxGmua5mk60oXIu6AC831QJYPSBJXYCXP0/LfwyJoesPyXHIx/N9A3PL5in1Mdb7s8KWfny1P4c5Q2HPOrdv+fERWEvCZurfOj/TARnYvw0ZqE75Qb7odkgh5iTsjpqaCOCpbX4GGUTO+QGFfR8kd2fiM35AYd8Hyd1pvN/AtRABNG61R+PIAO0y9aKfgcyONT5L+BykQr/ZgaYC+bDHDQyTCcsbwf0IBpoKZCZrejTdCPI01yAz1e1quzJk8PkIMqvdoda9ApmtD0Nevk1IDlsl5VfaHTZLwqu5fdSHs4jGtM1qOX4j13Mt8y9tOX9fwt13QgaXu5HcthlQRAA1uNwFmRDsgIS0LmL1iQAt9WjUpHoQMpmGgS8aeMDA3Qgml/AlRdAbgS8r3Av5xmjcB7tGR9fkXMUq2mp7NEBtFOdWFG2msTbCmkOQQWUZ4slwHY0eaCqQ8N6nkBdpEwIG2hn191sQNEPTns0y5AWMo70yzTUJP4Qw7dWkxT6IZLWBJNqrie+DrTZwH5LVBl5QuB9htYG7UbvawCAktHMEVQYSP6Zlsy9qAsdgqw0cQ1htQOMNEE/UxLdAPr7wRV3gCAL1gBG0Xm1gP2y1gX2w1QVugh1m3YvqagNJYddtCNQGHoYw0eag6mfUta6Wn/EQdNTchqB1s0kEaPVAk6hx5gdU5o/Ub2wUfwx518/5gXe9A+KRabyzBnzGj6+5SVpu4lWxtRhoJpBMcS6j+YGmEzIzWO2BZhgSAtNhKZN11gmZfejCzTxk5rEAeXk3QgahechDeR7y0bkJ4vHMQeL6THuNa7r1EIT2GkdzrYX2amKmvcapD5xEvLpAFE5qssVNtaKabGnM6gKPQz5avYhv2dyF6JbNTyBZbeBbfiBh8hRER61W3A61ga/7YbWBOPWBOLWBpLCriTXbDAjyM2nIYKIHvoyBdwPI+0JpvxNB6+Z6iQBvJWAzdxanCqBDaRsgE0P9jmwAUDbemREAReMd2QghGWi8CeKRTeLnkNoMrE+P5jQkX9HsQNMH+ej3+7bi8oAfKC5PQnJEJh6qAXsGHmYMoSIXIddXkwFKkIGlD/JR0+GzWUj4sB8yMzQHm08gFOcdkFnymNqXC5vVvn1U2GkKDbRsVtiFzWoLm3mQQZDbNh+F1EvpeqKjkBn+FUQLaQKBIgDQOjHNPtTZvtl4HlqZn1lrvCq2Hj2aCchskwcOFs5MEt4cgjCZZhGvuDwP+cibuE/hAsTbMPGigfOQUFevwsuQwWQeMoh4CDyaEoI2zuzVXIMUD45AHsrNCMJon0LYTMuQl+QI4ptsPVsDTqK9JtFsTRqruX2tNFjGSWoDplpAkrpAlNrA84TH0RitOYOw2sCTCKsNMGZ1Ao1rURdotdrASdSvNvDHBn4IyWHXr0G88A6IN/EggrbNifUz6t/mQHMbxMvug7wbOiTVB/EWPq6C+yETt08UHoAMLp9gbdo3A415LO3Eq2Jr5dEkUZyH0RoZmn6sjd6ZLtY0PZoKgkFqADLY5NQ2i5AQ2idq+c0QL0ZTrSchVNS3YdNcD0fgEoI4s6bB6nDALZCBzaS9mjTYo4invR6DMLWq0V6Pwaa93oaw2sB1P5oGq7GpNnAcyWoDjKPUBs4Y+BKEfKFzGtsRbtk8Drtl805IaIfVBaLUBj7xff+8wvdDZsIXDPyhL0ntKPwA5GO3mmoDJn4Y0WoD16vguLCrVmuuoIb6GfXve0Gtm33JSXVDPo6H1O/X7MTDNeB3InAZjtq8qrZWHs14At4CYKPfeEvn85CZzzUESsnaVmOgySM80JQhH3EPMoAMQgaVnFo2j0ANYA6ii3QQMuAMIogRM63VpKkyjTUK102bNX5bUtjmRgibnUUDLZsVbjZstd63r+X61bp9VH4mBRlMNZFhBftC0tgFqU3aj6B18zHIYFbB6muctVS1Wf17HD9nxZrA2gw05wGMKLde440qLAAE3sg1NN7SWePrkNDXag80+iOmBxoPMpjkIQPfkNpmEOJ1dal1lhGE0T5U649DXpB9kAE46cNbbzy93nh9q/M57d6ez3cYjdOaW5b/8KurCzDm9ZPCnvWGQVu+vS8huAchJIVRBG2bD0MkaLSHdwTisV6EMAV/qt51Dpu1ND+j/u08mlW0VR9olBt7HhK+gJopXiB8HkHVvLZ6w2fnIUn5PFpbO8PbR2EzP2OGzvRAswQZFDdBYsaDkFBaBwLvRofS3oNw6jshIZ5qtNeNEA9Ih3w0DTaO9roPtdNetdpAPbTXcdTeZGsbbLWB7aivydZOiBfLagNaTWCXut770UDLZj9QG/iZWqaZgCbuQ1h94FUD90BaPEBd604Dt0JtIIX61AZKSFYbMMOurDawCDvsqkVdH4CE5CZRW9tmoDYiwGHYAwfjpIHGXL8marP6d0sGGjWZHoXqAqzwxgh8XuEcJG+rcSfke3HBwMOEh1C9RqcbErbXodhVs7XwaIDaKM6zaL7T5hJaI6w5VOf6Fdg1NHqgKUJezimIpzUCqRcYg3w0RyAPRjdkgCpAilfPQ/ImcbTXKMxNtJKabMU13YqiubZSbaAaLsXgOHWBKPwemmvZHKdGoHGlCo4KW8ZV9zNuKOxZx/GTzqem7dW/Q2Ez9e+4gSaJCOAh3OysIexLSH4P7HbNuxHRvtmXkF4XggLJQcgEQRdEDiEoqoYvdVRZwmnIxHkbJGeon/FtkJyixttp+XaIgnnJwOdiMNfkROEzBl41W6uBJoniPAEZJJolBBSxNsKa2pvJqP80/bmoftesWu8qZFY5AnlodkMe8B2Qh3BU7bsX8vC2Mmy11mGz1die1+9AA2yzFh7/52V7LTvjIWh05sFgmBn4JfXhvxNSP9UJ1brZF5bYFojXNAr5XmnixGb1fz073wKJBmg8BqltYXwZ9bVv3gOb2lwvNqnR46jSbtnA9VKVm9l+1Ww9ezRA8wON/uCv9kCThh0209e5BPFSFiFhveuQF+dTyAxoHjIwDUFenHFIiOVmyMtXLw22lbTXh1E/7dVUF9C0V40fjMFabcDE96N5tYGDCHIKPaixZbMfrTZwHIHaAONBSEjuRQPfjkBNYAgyU3+RsF4+jLVVG2gk7HoTpDB2O2RQeAV22+YDkNDaWYgdhDAWz6pzPecLe+0ogtbNt0KKj0sIvBH9AWd8OAojsEaJAO2mNnP+hJcn4Wa2XzVbrx7NacgD2uxA06H+W+2BJqv+yyAgA1QgMy4tT7MIYZfpAecSJEQ2AcnN6P9OQZhS9TTZOoH6aa8mfghh2usbfn20V1NdgPFJJKsNcFOtqCZbjGcMbKoNPAZh/TTasvkJhNUGXvYDtQGtPrBQBT8Jmbmb+Dt+dXWB1VYb0Dgfg+PCrlp9oKB++9fV4KC9mQri62dYSPMn6t+fNSLAOH4OizWB9evRTCBctHm+TvwpJNeRJKzZDpyDPdCkEITP9IBTgpADliHhtCXI4LMI8WzmICG2GUiepp1hp1porjdS2Czq/JfRPrbZeqctt+L61RU2U/8+idrrZ1qhCPBWAl4zIoD6dyMeSzvxqtlaejQcKmM8guY9mgGsjbBmF8STyiLwaLRV1H9AQH/OqPU7IYNjPyR8NgKJRW9HMg02Dj8bgeulubZ6+2o4VQNuRG1gHxpo2ezXrjagcUbhL8fgJ2l9VhuoR10gC1EXWEu1gUcgRI2sWvZ132jbrO7xysDCGDYR4DiICKD+3eoamlo0zgBHbW6JrdVAcw7AmB8UZJ4FsJXwRjQ/0GgWVyvpy7UMNN2QQcP0aLRXk4I9sPSocxxBkJfZDXkoxox9M+3VxFkENNgD6pgm7TWNeNorDHwY4SZbJcTTXvMGvhXhJlsLftDX5RgCGqzGc76tPjDj2022pvxwky0TT/q2usA1Ax+HMPw+9Btr2XwXJHGsX9AotYFzfpB7uBvC9NH4HgjTRx/7Xoh6bjV1gSi1gY99W10gSW3gA792tYETaE5t4CEEYda7AEyoY98KuQ/nIB/bEiQMDEg+p6DW3QqJXnzgG62bfcnz7VXHSkOe67eAlcH9ANQzG4EzkPfCxPvV7/BQe/tmwPWhaYmtyUDjS2z3EoKumFrFeEzhZQgjy2zhPIX6WzrnIB/q1fZoeiGDSAfs0Jk5yGhOu/bcxhQuqt9+FvIQTaA+GmwUTmqyFacmkLR9Tdi4Pu3GUWGf66g9TMa4luO1O+zVzuOvWtjMeCZMfA9EnbsCu3XzEUhechnC5LrsBwre///23qxJkvO6Ejy+xZYRGblV1l4oYicJEjtIiiS4kxJBNSm1rEeS2bRNP/XYPMzD/IJ4mfexWcx6xmasNepuST1qtSiRlChrtRZAUouSCFBqCiRIkCwUlkJV5Z6xh4f7PHzuGX6PR7pHZGZkBoh7zGCFk76Gh4d//t1z77n3A3g7h99qjDS1B2BeDlrIb998CVH75ujZUseojiXmcZ1KDaZ2KuaLML/9mMcRlbejwe4SzO86HvwuE79I/ALMSzmi2eJ54hcga3CSy7lGR9TknDbOakYDTJbivInjt3TuIe24nOvAnOBbY/hy4jzH8UWYgcSDHGQcpAeZNZi3vbswN9mtaB8tmJlFGdM/aE5TL8k7ft75nPT245ZfRXbL5q9gFEazkWjhfMj+TzNteJLrkQxjThJW5fWnDYPy+vH5n2T9zLT6zEklAiT5fTDedUGC/2gMDzN4nNp8CcbHL07AuAQzeMYJFZdhXBJifoWWX4Hx9Rsk+K0x3I/41TE8WaNzqjjLgeYGJivaPG74bBcmtFMFDmZLfZg3DTRMZs4gwTswD/5KgocwD/yYozFqP90BYCd4G2ZAiXUaF6PBxoWZZdVgKnwLMLOX2zADXHysCkwV+3uiz8Npr0n+WILHaa7Tpr3Gy8elvb4P+WmvST427TXiF8fw+yGbbt2LkdvA5egaZPF7IJtuJd0GrsK8vGw1sls27zTGtGxujNwFstwGziX4vTAvDkm+ilHfm/tgZr/fjvj9yHYbiN0FknxhDP9OdO7Tug2wu8C4sKuNw8OujyByG4jujQdgamEKiNo2N/L1Gc44m/VAo6nNZ4B5ntG8BjMgHHegiTO4ZhIui95WDmY1Cb4A86OO9RkHZoZTwcgkcwMmJBinoS7ATJ+vwQxGWzBprVlpsMm0V+bHTXv9OWSnvf4cpnMXGMf/KIcf1lRrHP8SpLvAczCzxKNmmz2HydwH8twCjsqfw2zdBsaFUY+6/edg7q0+ZNvm6zC/g1hzew/M4PZqw9RPPQKT2m5h1LoZkIkAj+BkrWc0tfmUMc8zmhswb0/HHWj6OBtjTR8jjSYOnXkYDUBbMDM2P/r7Csz0toRREWcL+WGrvLTkWYfN8vhpbj8u7LSMI7RsnvD4ZxE2O83jT7P9YWGzZyH1mSR/CiaRoINE6+aG0R8ewWgmdtKhs0lTm+/Dybk2n3Uq87t6RpOX4lzE8QeaEGljzdMYaLrR+cfJAA5GYbNdmMFvGP1tDSYEsw2j0XRhZj5XMX2TrcPSYg9Le/0G8cPSYCdNe2V3gWndBg5zF8hqshXzZxPrL0TLLRyhZXNjcreBJP9Igi/CvNkz/+MEz3IbWIJ5EDP/zwn+JI7uNrCKtNvANGHXc4jcBhpG1/pC/F3A3BciEQAjcNgsqc/ErZsfhsnc24++92uIeiRF3/NVjHzJFmB+80l+aQyPZxaa2nwGOOsZzfUcvojjDzQuzAP9tAeaDkYDTazPlKL/b2I041mNPufbMAOQAxM+Ow+ZgjsuDTbZZOujmH2TLebJtNdPYLomW5+EdBv4JNJuA9xU6yVaPs5tYCex/m2YzphxKOoXMHnL5s9Cugsw/xyMHhFnOn0eJntqP7H8rxqjzKfPwzT1inme28DnkXYbeL5xcm4D48Ks07oPxGHXx2F0sBvRAPpBjHSX4yYCvA/mvh0k+A8S/L3E3wcTtovDp++PeWO69s3AyYfObiSW8QyDl+fxvBlL3vanirMcaG4CuBK9DcX8KvFVHL+lcyn6/7yBIS+TbNqBpg/pd+bAzFJa0TIbo340t2EGpgpMCMGPzj0rzDFt2Omk02bfCWEzD0c30TyNtOWz3H6S6zfp9smw2bMwM5NOwyRnLCKqyWqY5IwqzAuLhWxHgFkUaj6ECds3RzOpdYzSjcfxNYzSiSvE40LxN6J964zmLBC9Ge3AvL0jetPaReTKGr2p7SHqUxPhKDOaGs7GWNOHGVDirDMXJkzTxiiLbRUmrbkXnedFmJTuHZgfZN6Dd6J4euNoaa5HSXvNSoPl40+7/bTr/5PomsYZcVdhMtpeSPDrGNOyuTG520CSfzGxvnMI/0YGPwu3gSz3gYndBpBdP/N8Q9bPxPwhmOy/txqJ1s3Rek9gdtYzkyYCvAemsNZP8BuNUSLIvWP4T8bwILo/rmE0c7JhnmuvEeflMXdgXkBfT/DLtDyvRucSRoPeqeMsZzTAZAkBa43jtXRewtkYawYwadPJ0JmF0UxnBWYgbcPoBudgZjY9mLCZA5n2Wkc6DfaliMdpsEmel/ZawtGbbMVpsPEP+n3Ib7IVIN10K46FfwD5TbaYdxDF7TFyG0hyC6bQNA6pfBkmQyrmX4m4P4Y/CRMKioXcp5B2G9hoNBo/jvgzMDUQP0ksv91oNG4klr+d4B+CqXGI3zDPym0gDrt+DNO7DbzSaDRuN4y29BhG4bBkIkCePhOH1x5C1Lo5esg+hp+u1ObzAHYbozBnzOMw5gWYlPqYX4S5/7oJvjmGJ2ty8mp0bif4qeOsB5q8FOcbMHrGeQBoHK2l8x7MQ/i0BxrAzGriGU0B5mEZF2GWonOLK3jvwjx8L0Xr/X5Dpr1+fQJ+Ummv47bPcg8Yx09z+3Fhny6O7gYw72GveQqbfQZGe+o0ZNtm4GhGmvfCPIRjLe+kM87mJbX5BvFpU5WPs/2p46wHmhvIn9G0cPxOm2cx0FgwA02s0cQDDWBCOnswb/3rMIPjAObNZg/mbX0aPeUoacx5D65ZH/+kt0+u/2WYsGSckbaKCVs2n9Dxf2q2b+S4DUCGzT6NqG1zwxTjnsPIn+wijIYRz4JzEwGi76WMUQjoHMwL2huH8HWY31lsu3Ie5kUvnrlNk9p80hlnNxLLxuknvDyPH2f7U8dZDzR5M5rXYB7Wx8k8ex1GFF5N/O00Bpo42y0OnXkwg4kLM/C1on8DmIFlHWb2NoD5QSbTXp9BuslWMs31KeSnvR7GOe11BbNtsnUOJtQWayOHuQ28kOAPId106y8iHrsNJPlDMIWlcajiS5iwZXNj5DYQuwtcQdpt4CqAv474NZj4eZJfAvCtiN8DE+pI8gs4XbeBZNj1QZgXneOEXQsA/j4adA6rn/k4TBZdrFk8C6N/BdE9dAmjmUZWIsB3EzPXDyC7+dmhvDFF++Zo21nPaM6SnzrOeqC5gdMp2mwhCqdFOI2BpoDRQGPDDDQ+zBtanMK6BDObqcMMMH2Yh8wLDZn2+kIj3WQryZ9v5Ke9TpoGe9Q010ndBsbxLHeB52DcBA7j7DbwHEw49T9ihGnCZl9CvtvAOD6k9ZN8EncB5smw6HHdBvLCrtO4DST5e2Fm5a80Rm2bk4kAh4XNPgzTdG7YSLRujpZNmwgwKb8Xk7dvBrQPzYnirAea15BftFnG8QeaLs6m+VmIkc+ZBzN7qcLMYKqQvmgtmEFmE1FflAgaNps+bLaCUahnAeNbNscZVVVELZtP6Pjvpu1/FmZQDjFq2xyHniatn3kMUevmaLCa1UAzcSJAw2TVXcYoK6wAMwOLeRFmlnoYL8HMWuPkjnd1ajMwJwNNY+SMPI7XcfxOm360nxinMdDEJps2ZIfNEszsZRFmcFmFeQOP/11EOu11Us5prXncG8MnabL1B4fwPHeBcfyzONxdII8f5j5wpJbNjcPdBg7jCzAhoiT/GEbaT3UMZ7eBLHcB5otIuw18CNJtgMOsSb6EdJh1mrBrHGb9k+jaJcNmn0XUtrlhwqdXEIXbGiZcehmj8BsbacZpzZdgfidxNt0jOBuPs+sws5s+8UGCv96Qqc83iSdTo6/jXVysCZzxQNMw4aE2zJs8GqaqugsTk0bDVGH3IHWbo8xoAOmwPM5x2YseVIAZAArRgw0w2kmReCl6UALGs6wcPXiBUTaZhVHRpg+jz/RhZjc9mFlPF2ZQim1n3mik016T/M3GKA32I5gs7TXJbzSy3QXymmwl+cdxSNprxPPcBj6ByZpsJXmWu8CnYL6L38YIX8HkYbNPw7gLxIPQZ8bwv2uM3Ac+AzOo7Ub8szCDWpJ/awzfS/BZuA1khVnzwq7jwqxJ/mcNM/uowNxv8aDzGYzCZs9G5+kn+F82TKjMgxnMvhUtSyUCRIOVDaPtxckEk/D3HcYxWSLAiac2N8xL88GMYkJ+bQy/eQjPq8GxYQb9+JlxJjjrGQ2QnxDwBsyFjXGUgaYAM7isAEDjcMfl4/Bt4k1IQ81hdB5dGLG1DTPLih0Bgmjd30mc+1HCTu9mHhdpfhU4mHE9N4b/XsQLiFo2z8n5v5P4J2AsgHYbibbNiWWHhc0eg3m5iQffpzE+EeAemILOeJC/DlNrspPgWwn+Hpjakni/90Y8HsQn8TibRcbZGkxjtf0E7yb4OZhGa/HLwjpMR9r4ZeA8TAfaJN8fw+OXgQuQNToXYa5brD2dCeZhoLmB7ISAHyOqm4lwlIFmAadvrLkLM4OJdZohzAzGhwmfOTCDTh3mLbwanWPWD31cfcM08fcT274xeZOt4/AvTbn+L8LMyOIZ3CcwYcvmQ4538PnHcJvWtzHeTeBrOcsP484EPM99YFq3gXFh1q+PWw4ZNnsUo7bN8XU/bKA5qJ9pJFo3R8tmos80pm/ffB/kwHEc/q5PbQbmY6DJm9G8CsBpHK+lswszYzjNgWYncVwn+rcAc827MAPLAKMEgVa0jNNeYx6nvcb8qGmvMY/dBZJpsDWkm25x2mv8IHgQJuT3nYg/hPFNtpLcg2y65UA22bKQbrKV5CFk060hRg+pD8AM4L+JEabJNnsM5k0ydh94HGm3gWaj0fhhgu8l+BMwb5LxA+ZJmDfJHyX4diPtNhC7CzyNtLvAnUa+20D80PkQ0mHWpNvAR3A8t4GPQroLjLWdiQaP+zC6z1ZgZhsvJvYTJwI8hVHrZmD6ZmffzeHx+hcwYfvmiN8Pafd/HH4d7/LUZmA+BpobyE9xbuN4LZ03cPp+Z5swD9Z4RhNi1Mo5FhXjmZYP81D/RuPwtNfnINNen8PRmmjlbR9m8OM01Zo1/3mY6/y7wMEM4Stj+FcT/MuQac3zEpaaax691Cxh9BKRrJ/5GIzuNGAezRw+ijEdNRumtmYFo5nAaToCMD/J0NlZpzLrjCZC3ozmNZg31+OkON/CqLlYjG0cbyDh7ZlvYDTQONHfBjCzABdmVhMiaiENM5gm37bnNmx2xP3NevtfhpkxxA+MpzFhy+aM4/Pnz7oek1y/41zP4x4/7/ucZvsvwHRCDRqjts1/Gi3LCptdg/ktxLO0ZCLAYzBFoPGLz1mlNrswD+cfE/9Jgl9LcG8Mv4rRw/06dEYzFwPNDeTPaBwcb6C5idM31ryDUegsTm/2o2VljJwCYofnEtJNtjgNNsmP0mQr5nXIJlvMlzA+7TXmcdprzEXa6yH8sQRfhWyytQbzYPizDP5IgrPbwDqMO0AybPYVTBg2azQaF6LtX4j4OLeB+xG9iTcajUswYnOSvyfBL0f8rxL8HmS7DVxJ8Gsw92+Sz43bAGTY7MMwmYaxaJ+nz/xlw2SVWZCtmw8SARomu/NejB7+xeh6fv8QXoJ5oMa8HF3v+KVimtTmqzAhy26C307wazAhy16C30rwe2BClkl+I3Gss+ZngnkYaF5Dfi1NBccbaH6CUZOxGLMeaDZgZiyAGWTiz9PHKDEgHnACmLTOw9JePwuZ9hqnuU6a9vp5yCZbMee013YGf5540l3gC5iuydY4PmmTrZj/MfE+ZMZeciCxsjjS7gLj+B9l8Oci7if4N3N4lrvAJPw4bgPThl0PeMPMYD6J6KUGibBZw7zQPIzRgFeH0e7iOpmkkeYVRK2bI55MBHgYRg+Kv9/3wmSqZfEfNUZ1L++FSQLpJ/Z36qnNEVi8v460mD8N5+2n3d+Z4MwHmoZJTwwxajS2A3MDLkV8O1r+nsRm0w40r8PMJi4m/nbc0NgkA0/8ILExSnUOo7/3YGY0cWjttxLbjguTTBuGOekwzXGPf9LbJ9f/VZhrGr+RvxcTtmw+oeO/m7b/GZgZTFzb9FmM6mc+ClNn1EvwvyWeNNKMWzcD0ycCTMPPKrUZGD8Q3AAOXngOlk/I7zkqP0uc+UAT4QaicFl04zG/DZPJEuMoKc4+oqZqEU7DHSB+I4wHGpf+iwefAOk02G9k8HFNtLLSXHn5tGmv07gPxG4CeU222F0g3j6zydYh/FkcsWVz43B3gW8m+KcSvBzxP0zwTyaWj3MXYP5sYv1x7gIfxyhMepjbwB8l+CzdBuowg0Is9h+EzRpTtG2OzvNBjMJvyUSAKszvPZlBeFKpzTWYSMbNBF/GKbRvbpiQswXzkprkO9G6SzAvmjFfBjBsjGqDVmCy5XYP4asw2XNx5GMN6RqddmMUyTgzzMtAk5cQ8DqO32kzRORAEOEoA8fylOsnQ2c2zODiYdSjJg6nbTQOb7L1FGSTrXFpsFlNtp6BbLIVp8HGIYsPIzvt9cOQaa8fwXRNtsa5D0zTZCvmsbvAx5F2G/AB/AZGGKfHfPWQ5Z/AeLcB5psJ/p3GKBX2UzBhzyz+YmOkYXwaxm1gJ8HHuQ0w303wLHcB5uw2MC7symHWrLBrUp95Njq3OESapc98KLpu8ewmmQjwQRiHiDgUeZIzmodg7p84jPgw0u2cX0nwk5zRXIf5rYTT8MS+TpqfGeZloLmB7ISAVyHdl99EuudMXs8aG9MPFMflwEifiTPPhjAPxvjGdiAfiho2m279X4G5hs8DB8L6vZigZfMJHf9ds33DJD3cg9EA8RmMZj4LMA/4v454FSaBI7aaOfA3a6RbNx8kAkR4BKfncaapzaeAeRlo8mY03wNQaxyvpXMBp2+saUEmAgwx0mTisJkP4P9LbHeU+gZOQ50mzXWS7Y97/Im2b0zuHpBc/8swiQHx2/CXgclaNjcOr/7/eg7n9U9q+zhM+vUcnrd+XtiVw6x5YdfYDeDz0bWOr+VBIgDMTPc7idnNR2BmdjFPJgIctG6O+EEiQMOEl5Yx0jGWYUJMryX4YoKvwBQaJ3kVoySDiRMBoutzL6JiywSPU50dGK04i1+POc4+lZn5mWFeBpobyLeh6WPUonmAyVo6n0vwDkY1K8DRQmF5oTTm8fWNdRhgNLMJEn8/LO31CmSTraswM7WYT5L2ehEnm/a6jMmbbMXuA/FDZJzbQAWHN9l6EOPdBv4hwasA/nXiuo8Lmx3GY7eBWBt4BOb7SGoFQ4weTB+ESeD4foL3MEqjfRSmPirmj8Hcd0l3AXYb2G9It4EkfwKmFih+Q34SabeBrcbhYdc4zBo/+J7BdGFXdhtI6jPnYe7NOKEiS5+xYUKw/yVxnL9JrJtMBHgEJowWJPg/5nBujvaPCT5NIsBlmFqsVoJvEd9sjLIvr8CEtWN+Feb6xoPrWc9gdEZDeA35fWkCHC/FeQvGodmL+B6ACvGFBN8FUG2MZlG7MLMqJ8EXE3wHQD36UcXcg5zRJK+3A/OQe75xeJOtw/gwg592k628plrjePwQ+PkpOW//z2CubSyMr2K6ls0/D+BrdLyv0fGY551v7vYYIS/MlTdbnDZsduTto/v8c4iuNYy29OeJezNLn3kfzAM4dulOJgIUYB728cvDJPrLd3N4cv1JZjSzyjjT1OYI8zLQ3IAMlY3jLo430NyBeTtdBoDox7+DKI06ehgy303wIcxgxLye4PsJ7sO8/caDDDAaXOzoXwvA/5tY/k4Mm502T57vr8AI6+3E8olaNp/Q8Y9y/U46THnc40+6/VMws5s4KeQgbNYwmXdPYFSgWoaZpcShsmTYDJAzmvfDJIvE39lJZpy5OLv2zYD2oTnAvAw0mzBGmIsR34Dp91KL+F2Yc31PYptpB5o3YB7uxw2HTRNe60DOaHiQCTFKk523Jls1HK/JVh0mNBM/jJYwXZMt5rG7wJ8m+H0A/p/E9Z44bBbNbpLuAuPcBt6HURLBOsybd8zPw2gNLxzCL8CE/v4i4uPcBu5DttvAvZDuAtcxvdtAMsw6Tdj1OhKmrpBhMwuyfuZDMOGrODPtwzCZfHHI6aB+ppFu3cyJACeZcXYvzq59MzD9jOXIvDHHNTTAnAw00eziIFwW8ZvEt2F+6DGm7bR5A+bzzjoBIMmbkGGzEKNBBjDVzHHa62cwX022Yn5Y2uupNdk6hH85+jceOBZgwjnfSPBPJXgVsmXzFyHdBr6ItNvAH9Py/9QYVZszfw7GTSC5nPk4N4Es/s0xfNowq5/Y/jhh1mRa872YvG0zIDtqPoaodXPEk4kAFtL2/o8clWMKj7MI90G6MB+ZR/dbBeYleRyvweiRGxFfhNEjNyNehwm9byW4m+BLMBGS+HmxBFmjswwgTDw/zhRzMdBEuIHshIDbMDd4jGlnND/E6Q80+xgNKhZk7QwA/PvE/89DWOqdxP8FTD1OnEb+eZiBN+aHtmyek/N/x/CG0brej2g2hihs1hhpT1mJAOdhEkziB3qydTMgEwGuwBQcxq4DV2Hs+zcO4ddgkivi7LV7YJIp4ntgGo8z4ORTm5M1MpPwGzl82vVvYE4wTwPNa8hOcb4JcyPGmHagiTNvprGhOalaGmA0m0nyfwccvIklf9h5fNI02Gn4FzP4JGmwPzcFd5HtLsDcG8M/BODfJK7nNGGzSdwGkrwIMyP8wwT/TAYvjeGfJv4ppN0Gsvgnke0+kBdmPXLYNfrszzdGs7uDsFn02Z/BKORXhAmZxjOYj8DMnOOEkGQigAOTqRcPNCcZNgOmS222kOgjcwi/L4PbkDOc69DU5gPM00BzA9kzmh/AvBnFOKo7wLXE305zoLEg9ZpWI91kK8mbjVEabJzmmkx7HddkK8mnabLFaa/PwNQ53EjwSZpsJfmbDdl0a5ImW0l+o3G4u8CzMGGDXwcOBp7nMHnL5o/DVIMn3QXYbeB7jVGW1LMwKbcx/wRMCm385v1JGI3ibmL5OLeB+M37UzCW+En+HeJJd4FPY7y7wKzCrp+DDLMm9Rkbsm3zU9G1jLd9OrqW8bacCPA0RrrPAzD3WXyeJz3QTJPafB5mtrST4O3E57oA8xuNP9dFmN9oku81RqHns05l1hnNIcib0fwjZMHlUQYaIJ3yPMuBZhPjYWEkpAJzFCZ5h/B/CTPwxQPTJzBhy+Y5Of93DI/e3L8A2bZ5ozFZ22ZAJgIsQ7ZunlkiQGP69s0nnQhwHTqjOcA8DTQ3kD2jeRmA3TheS2cL0qpm1gPNHRyO/zPx//xDn8QmZJ74cc9/2u0/h8mLMgVvTO4+cJp8mrDpJGHVafmhYVWYh3c7MVtOugEA2fpMEUb8j2cwT0G2bj5IBIiQFPLH8byBJrn+BUzfvvkkB5qznsHojOYQHGSdZfAQx2vp3MXpajS3MR4BRmm7cdrrCwl+P0ZpsJz2ehnpJlvXid+D0VvkFRytyVacBpuZ9jqGvwfGbSDm7DZwX3SN/u4Qfj9MBs23Ix67C8RuAw9F/P+IuI3pWjY/hPFuA0nuYVRA+F6YMF38AHsfzAvLdyP+/ujfJA9hZuCAefgNId0GBki7DSR5H6M37UeRdhtoN7LDrvsN6T7AYdedxuFh16cg3QaS2WaArJ/xYMKgLyT4hzHykXsSJozWjPihjgDRtg/G1yniD2TwAszv5HvjOM7W4wzQYk2BeRpobsNU2lci/jaApYYRQgHjZ2ZBhtOmDZ81cbrNz25hPH7QOHqTrS8iv6nWLJtsMf/SIcuDBP9GBv9SznLm/z3MgzR+SDyN6Vo2fwnIdBt4R3CMMGue1Ge4bfMTME7d8azgSRgtLdaKkmnNgEwEsKLt49DZAzA1LXF6+4Mwul4nwW8Sfy3BH4LR9eKamGlTm2cROruR4DzD4OV5PG/Gkrf9mWJuBproQfI6IrH+EN6GeeOLMe1AswljwBdj1gPNmxiPZJHhSYSx2DbktLc/Tf4LGHV3BKZo2Zyx/yzblqNcv9P+PmZy/g0Tln4aUQttTNe2GUgkAjTSrZuvwYSy4nYQH0C+tcw0/MxSm6OX4yWYl+XDeB1RxCN6ua4hCrU3TLi/msGrmKImZx4wNwNNhLyEgE2YN5cY0w40t2C+kBizHmjuYjx+DchMe0021WL+SeQ32UoufxbTN9lKNtViPs5tIItP0mTrMPeBOsyDLuZLMLUU/2viWrL+ksVXYMI1WW4DSb4K82IT8zWYB9qfJfgjGGkSzMe5DbwXssbk4TE86TbwIKTbQF6YNctt4LCw69gwK8y99zeNUehrGn3GguyoeQXp1s2zcgQAjpba/OoxeRxuvAYzOwsO4ffAzNay+M2GrImZlidrbs4c8zbQ3EB2QsAtHM+G5scw8fcYp5neHKPV+OltsvVZnGyTrZjH7gL/HYx+ET8op23Z/AVkuw38LIA/bYzCL+P4nyT4z43hSbcBdheIeT+DZ7kPjAuzzjLsyvrMZzEa9B2YgeT5iLsRj/WZewH0G6MU96zWzcDZpjavwuhqWwkeJH5XawD8xO/qHEyiQczXYWZnMT9r4X+uEgGA+Rto8mY0r+F4xprfA2A1sh2XlxJ8G8DyBNxK8BXijGTYZ5KwR14Y5KTDNMc9/klvn1z/n8MMfPGb3y9gwpbNJ3T8d8320T2c1GdqkG2bH4Wpnbqb4G8keJaRJjDDgaZxxPbNifvkJPQZTW1OYN4GmhvIntG8AinmTzvQxG8wdQBojHdcbsJkNcW8hUjXid4M28Q7Cd6HyRCqRjx+k03if46WHTWN9WtTLj+Mn5S7wDcy+LgmWl8nzsvZTSC5/gcA/KvEtZwmrdlF2l3gCxhV/x/Gk+t/PsELEZ/UXaAAMyPIchtg/pnE+uPCrJ9GvrvAtGHXuA3A/TBx/lj3eBYmjBbP/iaun4nAA81B6CwaCC5gFIqqwcwSfnQIX4SZVfw44nWY50JckPwQzq59M3D2Mxid0eQgb0bzXyHF/GkHmjjFNNkWetbhM46TxmGcRyCbbMVpsHEc+QOYrsnWo5BNth7DdE224jTY+AcTp8HGcecnkd1k6ymYQr7D3AeeRnaTrWcA3Gqk3Qfi0MvPw8T4fwcAGumWzddg7pWY3wPZsvlnYDKk3szgSfeBj8K85caZgx8D8MPGSLz+GMzDi3mc0v5xTOc28Cyk28AnYNwGNhJ8nNtAkifdBj6J6cKu7DbwszBhtPj+/Swm1GciHGScNah1c8NoTxWMHobvj65NPDA8MgF/eQxPDiRnmdp8HTqjEZi3geYGsmc0L8EUZboRvwXgXEO2dE62eOaWzvFD5b7EPk9zoHmrIcM4WU23ToQnjv1O5/8DzMMk1hu+DIiWzTH3D+Fnff7vNJ5VP2PDDKR/fghfgtFS49qkhyBbNz8OM8jF9+pJ6zMTJwJEuA8n5Noc4axnMDqjycFbANaisEHMz0VhB2A0SsdFmANM39I5hHkDisEDwzZOdqBJIpktddr1EO90/jMA/m2CTxw2O+nzacyfG8BJ8xLMwBEL/9y2+RGY2Ww82/sAzOw1nt19CCbpJH4JODV9JsI0iQDAO7gPzYT8zDFXA000FX4L5qZG9DZ6i3gfJiwUY9rw2RDmjSbGcQcW3p55kPj//yX6HJz2eg7Ha7IVp8HGaa5xGmzMZ91k6wrMdxS7CVzFdE227oGJ0SfdBtYxCrU8BhNqid0AVjFFy+bGyG0g1gQegNHlknwRoyr1B2F0tiSvAPhO9D0+CJPNluRJt4GHIN0FHobpJRI/DN87hjsY6SGx+0DsLhC7DSTDrMmw6wcA+Dh62PUxGO0xDrN+HCZsl8xenLRtM3CGiQARpp3RnNhAE70Un0cUPTmEn4N5ziF6qV5L8BKM3nQrg68kONfoVJCo0ZkXzNVAE+EGssNn+zA3VoxpB5oe7e+4A8mkM5qwcXiTrXF8miZb4/hZNtmK+TDBp2myxfx/gqkTaCWWT92yuSHdCCbhIlvtmHzmYdIT5IeGzSKcZCKAhRNsdtaYvH1zPDAswaTE307wEkbFkcswFkVxceQKzEtEkjuIiiVh6oXeSvwWmF8dw99M3OtXYbL3DuPXIGtuxvGbCT4XmMeBJi8hYBPHK9psIQq1RTgtjeZm4m9nHYZ6p/EvYGTxD5xh2OxdwpNpzRZk/YwFk7jw54dwF2ZgiWe7JSRaNzdMhthFjGZT8W8xDrtdgPnN3D6EXwQwbIySLC7B1LTESRX3Yrr2zfdBpjZPy+8nfh2aCJCCFYacFHV2+Jz7y+HVZ9dgWcDNP9+A5bm4+jHzzH79L7aAIMT7f/UyLAv47r97E+GTD+PKvQFsG7j5qg3n5Ru4/KFF2I6F1/9qF0GniysfW4FlW3j9+U0gDPD4v7wOu2Dj2//bj2FXKrjweBXFmovXnt9B0Oni0jNLKNRc3PjPG7DrNVx8rAKv4uDmX+0DwwAXH1+At+Dg5l/sIfR9XHqyBq/i4LUXdhD2+7j0zJLhf7YJq1DAM//jFdi2hf/6799Gp1OBZQNP/PIi/v4/7mPj8cuwEOJTDzTxFz9eQPnvd2BZwJM/7+I7f+RjeKdp1v/VOv7+P+zB70HwQXEBlg08+SUH3/nmEH7LN/wrRXzn6z0Md3uwnOh4/2EfvfoibBt46rPAi38K+AMIHmyb9Z/8cgEvfa2PoDWA7QBP/NICXvrdFny3ZPhzDl76wyGGbd/wrxTx0u/3zPou8MQvVfHS7zTRXVuGbYd45hND/O0LDvzQhu2E+NBHffzNX7oIOwFsJ8TTnwrxd39qYTi0BA/6IVwPePpzwN/9CTDcjs7nSy5e+gMfwzc2YLsWnvgX63jp1+8gKNXM8X+xgpe+2oYfOHBc4PEvF/HiV3sI/BCOBzzx5RK+/btdhP0Ajgc8/gsVvPg7bQSdAZyChcf/2SJe/M1dBP2h4b+yhBf/7TaG3QGcooXH/9tzePHX7iDwccC//a/vIFxdNfv7ootvf83H3gPLcJ0QH3uohee/twC7HcJ1Q3zk0Q7+8sUynD0frhviqY/6+NYLLnzPheuG+NBTPfzVt4pAALhuiGee7uO//HUBVieA64V46qNDfOvPHbivbcAtWXj0lxbx4m/sIugO4JYtPPYrq/j2r20AXsEs/6c1vPibewh6A3hlC4/+Nyv49q9vImx14VVsPPrPL+Lb/9ebQKmMwoKNR/7pEl78N1sIdvdRrLt45Fcu4tv/ypSclFc8PPyL5/HS//0GrIUFlJcdPPRzS/jOb2zCcmxUVh3c/+ka/uG3dwDHQfWcg+s/U8F3f28fKHiordu4+kQRL3+zg7DdQf2yh8tPVPDy13YRNluo31PC5WfqePm3byP0fdSvl3Hlw8v4x996CwhCLL2ngksfXsbLv2nyepbureDShyJuW1i+fwEXHlvE9/7DLViui+X7Kzj/SBXf/+odhL6PlQcWsP7BRXz/d24BQYjV91ax9nAVr/zu27BKRaw+WMHqAxX84BsbwGCA1YerWHlwAT/8/duA42D14QWs3F/BD79+F2Gvh7X31bDyYBU/+OothL6P9UeXUL++gB/+3puwikWsf6CGxatlvPoHdxD2+1h/dAmL91Tw6u+/BYQh1h9bwuI1w+1KBesfqKJ2qYQf/dEGgm4P5x+ro3aljFe//jYQBjj/+BJql8t49eu3YBeLWH+0hurFEn78zbsI+gOcf2IJ1Ysl/Ogbb+M/+b9lHfasPW3M3YymtztAse5Jvuge8O7OAF51xPtdoFAcbd/fH8JbcEZ8z0ehmuCtIZzC6GMPewHc0oj7nQBuabS+3w3hFkffl98L4RYT63dp+24AtzzaPt6ydctEparrDrq7Q/hdM8AvVYZo9W30h2YftTULnf0QfhREq5130dkJDtavnXfR2R5tX1u10N4F/ChoVjtno70bjvh5F+2tIfxetP4K0Nozg8w4vnjOQns7xDBeft5Ba2uIYbS/xTULrcTyxXUbra1ArN/cHB7w+kqI5q6FoW+uxNJSiP09M6iY5UBzB4LvJ/jF6+bcBtH7Z33dQmtrdPz61QKatwcYRp+vfsFBczMYne95G/t3AwTDEd9L8gsO9u4OR/yii723/QNev+xh71aCXylg/60+An/E997sI4yXn7ewdzdEGAUuVqs+tpsOgtB8npXFIbb3RnxpNcTuloUwMHx5KcD2jo0wWr68THw1xM6WdcDrlz3sveUfHG/pSgG7b/RH/LKL3cTyOi2v31PC7s3uAV+87GH3jf7BPLx+tYTd1+LJAVC7XMLeG90Rv+Bh71b/gFfXPey/7R/whTUXzY3hAa+sOGhvjaI65RVzfx4sXy2gvTEY8bUC2ndH+y+vFdC+26PlI15e8dDZTKy/7KKzPTh0eWnJQzexvFR30d1N8CUXvR25XPDlgti+WPfQ2x3tv7Doorfn03JeP8GnXb/mobfry+0Ty+cFczejcYo2SkseWrd7sDwXTtFGse6ifacPBCEKiy6ql4rY+n4L4ZMPw3FDFEtAu2nBefkGnKKFYs1Fe2OAoNOFU7INv9sHwgCV8wXUr1Vw6293YFcqZv8152B9t2SjEK1v12twihYKCw46Wz4wDOCWLHgLDjqbPkLfN+svOGhvDhD2+4ZXXbQ3+rAKBbz3l5exsFbC3/3vt2Av1eEWLXgVC53tADsfuQLPCVB0QzR7Durf3YJbALwS0NkDrN2mWB+WJXhYr4r1MfDhFgGvZKGzG8Lq9Mz6ZQudnQDD9TrcAlAoAO2mueZeAXALQKcJ2M2e2b5oobMXwuoPzOctWujsBggrJbO8AHT2zfG8IuAesv7g4jK8gpmVdFoWQseC54XwPKDdtmD3h2K5OZ8Rt4YBKjWgUAZ27gB2ZwCvBDge0N0HcHsDXsWGU7TR3fZh1RfhlS2zfC9E6DrR+ha6+yEQhoJbw0Csj/4g4ha6ewEwHMKrRHw3QDgYmOMVLHR3zMPRW7DhuBa6u0NgfdXs3wW6TWD/oWUU3QCODbT7NtxOgKIXwHaATteGtz9AoRjCtoFux8Kw6KBQCOHYITpdG1YYolCIlnct2N2hWN+7eReFBQuWbaG3HyDsD1BYsGE5Fnp7Q1jFglw+GKBQtWHZQG8vADpdFGqO4btDWJWyWW4Bvf0Awd4+Couu4dHDLMmthQWxvuXYgsNxDAfQawZAwTPnYwG9Zoiw3UGxal6wes0AYbN18FLZ2zO/r2LdBULDEYSSA5LbluCW66JYdxEGIfr7w4P9hQHQ34/2t+QiHBpulYoo1h3Dm0NgMIiWm+3hOHJ/vR6KS1603JxvabmAwA/M/opFlJY8BMPArN/vo7TsIfDN+ghDlFYKCAZmfbtSQWnJNcubQwTdHq0fmPX7AfpNH3axiNKyh+EgwKA5RNAfoLTiIeiH6Df9uZrRzN1Ak+SW58oVAnmu4ZMPC+68fEOu3ukKfvDaFsGuVATn9e16TW4/lNuHvi95vy+4VSgIbi/VBd/5yBXB69+V1mjWblMe35L3TVivyuUDeT5WRxoTDNfl8Rl2U65v9eWbUVgpCZ46Hq0/uLgst3fk+dv9IbJg0fW2O/SmdntDUKu+KI/nOpB/kPcP7x90/hjK8wsHOW+K66uC7j8kP7/bkcfz9uX+hkV5vhadr92V5+PdlJ6tIZ2/VZT3X+r86X63KmXBg719ZMFaWJDcoQCJQ9e/4AkatjuSN1uS0++Lf/8p2PL+slz5/Mjbn1UqyuV8vejzhD35e+H9W0W5P34+8P2Yeh51yViEn1+0/4C+/3kaaNz8VU4PzjI9COlG4Rtn97L8YSxuyB+6Qw/CkL44y5M3vkMPqvb7LsjlPflFF195S/DQpwcx3RipBzXBX5Kfp3fvkuDl2/KHOajRQEYPzu6KXN5dlg+C4h7duAP54Ois0A+LniNeh34oA8mdPvGuPB7ffN52B5mg7xN0vwRVef0QyOMFJfl9+1V5fZyu3L89kNvzQDCsZP98+PMygoK8oIEnnwtOj16sXLm+f3VNLqcHLfPU9fXlwBWU6X4qZ79Y8P0c0EACOl9+0bBq8vuy6ffNL1Y88PODOjWQWPL4Ng90PDDYdL400PDzQpqUIDWQ8otLan85n9eqZA90vL3Vzvn9nCHmTqNRKBQKxU8XdKBRKBQKxUyhA41CoVAoZoq50mgsEsNY3GMxnmPa4OSBHsVESZwPOzKmaS3KmGvoyv0HQ4qBL8n1rSaJm0WKCRfl+XlNGXO2SJxMfT6KSQ/L8j1hSCKKX5bbD+XHR0Ax84A+75C0UY75W6TNWh5rBBRDp+1tP1uDYG6zplCVJziskMYwkOv7Ffl99Jbl9+F25PFYY3E6MqY/LMr1BxXJaz+R4vZwgTTBFsXwbXn+Li1nTW5QledvD0kT69H1KpA4XpPXz6fz8+j6W33SQEjTGJbl9pzMEPD36ZHm4FNyCyc3cPIGaxqc2MQaT4+SdVgjoc+DBdL8WCPk5ATenvfP+/NzkmH481CyBj9fLE5+mSPojEahUCgUM4UONAqFQqGYKXSgUSgUCsVMMVcaDdc9hBQT5oIyLoBLxVBJswmpoCwV06SYsNsmDYXqKizSgJAXI6WYMe/f2W4LXm1SgRfFuAtbcrnTlrx8U8Z4++dlnYzdp7qbNakBFKhelOtkCnvy/Et35PnbVJfCGgFII/KXqC6D60YuyfPn3qUc066QRsLn4zbl99VflpoF1yXZdD8WtrnuRX6+/kp23RTfT7YveW+FCvKo7iZ1/1BBZ6oglq7noCpj/IFHGhVpKC4XzFLBp5NT/J16q2UNhcF1L1wgTBoH/75TBaOs+ZKmYvHzg+tq8gqWuaCcNJTU+bDGQ88/cMEtf76c850nzO+ZKRQKheKnAjrQKBQKhWKm0IFGoVAoFDPFfGk0DDK1ZANQ1misptQIQCZ5FnslcYyU9t9doboH8p4qvJkdk06bNsqYaucceydJr7XOuozRVm9IzYH3n6o7IRM/rgNx2jLmXiUvLItN/TjGzJpXVx4vZWpJGk1vTWpuPtUF9WvEq1T3Q5fPJgkh8JZoezpf+nqGBfIGa1GdB2lY4DIn0gAc0sAstuJK1U1x3RB7x5EXG+3f7pFmQJoUa2CddXkBi7tUd1NkTYE+D9/fLanZhGxSSa+1FmlSbAIbprzTyHsPORiyxkpebVzXsk+/L9ZMCEGNNEOu0+HjZe4t/Xn5eqQ0pBzvuXmCzmgUCoVCMVPoQKNQKBSKmUIHGoVCoVDMFPOl0bB3EcckCW6TvKI4j581At4/axykObAmwzH3kL3VcvLcg5KM8bMm0bwslzev8nuAjAmzd5nbZc1JUtY8Ck2Oucv1y3dkjJg1hFRjro6MyTstGbMeLMsYcuu8vH6subBm4nMZDV2eIYWouZ9Ov04aSoe949jrjQ7A1lZ0e4apshC+/yQdUP8cv0hecORdxt+vQ9weUH8Svh3sbG+7fpUbxUnq0v1rcX8UroOjOhybNLyU1xdrIszpAnOjvVRjQG58SP1krDY3RszxLst5PqXOhxurgUDPn5S3GT9P8s6Hr+8cQWc0CoVCoZgpdKBRKBQKxUyhA41CoVAoZoq51mhS3mQBx6Qphrso+1mkYqac9895+oTuMsWYh/J8Sjdog5x+GSHVJXitIJNznQf3N0nFsAkB9b8pb2S/V7C3WF4P+lR/Eep/MqR+Jy7V7ZR2qC6CvM9Y82heovXp7vVLzK3M5Qjk8gFpQLy9QyFwPj/WmFJBeQrBD7guiFvI0wG4TsjtcF0Z9Ycp8Pcnt/crcnn5brbGF1A/H5vK1iz2WuN+UFQXkqeJpDQUrqPhOh3+Pbj0hXLdXMobkb5Aen6EPq3PdTSsofSpLqiS/XxK1dFQXSDX/aQ0nxyvubOEzmgUCoVCMVPoQKNQKBSKmUIHGoVCoVDMFPOl0VCMMRXTTXkBUdCakepHQeMq5dlzXUDKa2qQneeeOt9UnYCM6bJXG2tOAfUcb18ibyYK0nrUHyZ0WYOQn8/pZWs8fpnrJNibi/rrtOT14P4pvH06yCzB+0/V2VCInsHfn9tlLzO630izGdLl5uNz3RFrOKy5cN1NYY+vJzLhSis6OH25PWt8vXr2e+SQ6na47obvD66Lspp0QtQ/JdVfiry4rF1qeMSiJPerSdWNkAayJ/dnLVTk9qyx0O89LJM3ImkkVplEvhZ9fvq9hgPSqFiTIc0pVTfIz7se32B0/+zsYl6hMxqFQqFQzBQ60CgUCoViptCBRqFQKBQzxXxpNBxDpZgnKCZrc89w7p/Cefbsfcb7p5gqe4Fxj/ZUjJrPn73AuqwpyZjvgLym+jWqo/C5zkXurbghY7hD+nwpjYQlk1QaPmlUHLPndjX7UvNy29n9bNwd6glfYO8zqtMZ0PVayLkee/J8+91sLzuuUym8RRoaaT5+KVuDKm7L+8HbI42Dr3fK60tSrksZnCPNb0de/wW63/wVuX7zmhShqm/I7VmTsTf3BA+LJCpxPxY6X9ZowqrUUFJ1b1wXwnVp+9maTNih/koF0pAIqfPlujz6fKnzZ42WNeJU3Rstn7JfVsjec+fXMK/QGY1CoVAoZgodaBQKhUIxU+hAo1AoFIqZYr40Ggbn0efFPO3swoxUTLdIGg4dr7AjY7ZON7s/DjjPnup0OKbNGsPiKzIP3vZrgnu7A1pO3mgDGeMdLNLxKlTnsphTyEKLWaPguhCnS59/gbzOtqgnO2kIIdU5ubuyjqFYlrer285+T/Ka8gRLd6iuZl/G1IfV7MIcvr6syTTvkRqIQ95fzq7UDMIyxdhp/6x5BMtSM2CkNC7yuusvyeN1l6muqC2XF1PeWYuCWR3SLFL9mXI0CK5joe2tffL24zq7stSYUpoFa7L8edibME8T4s/HdXl8fqwRs5cb181w3V1O/xnw9WHvtTmCzmgUCoVCMVPoQKNQKBSKmUIHGoVCoVDMFHOl0YTcQ9vJ6SHOMVCuYyHNxqrKGCb3FOc8e4e81GyqE0n19E71r6D+HNtSI/LWpaYxJE2jX5MxZu5hzz3fvRbVFVnc74S8vKisIGU1RXzI3mMUAu8vZpt1cU90Z481LLlDvyQ1iX5d3q6p86HDD2rZMfpCVW7A3mo2edvZfeontCc1Hq6bsYZU91DM/rkFJbncphi+vSc1nqBAmg1pdg7VMZVIgvArsg6EP/+QNbENef+GJfLiIo2Jl9ubVHdGmk1wbkku9+py/5s7cv9ct8N1Juytxv1tWHOh3yt7qaU1J6r74f2xNxlrLuwNx5oSH4/rjEiTsVjjmSPojEahUCgUM4UONAqFQqGYKXSgUSgUCsVMMVcajUWaR9glDYV7enNMlb2MOCbKMcyUtxB5W7VyepxzTJjOl2PIOL+KacAagV/kriimGQAAIHRJREFU/hySsqbTq8sVelQ34VO/FQZrNClvNFo+WGBvNbm8c476dVgUY6b1uf9P+xzdH3z30vbcb4Y1qn6V6hro87kd+YfStuTd8/ICpr6vmpfJ2cvKoX5EwyrVhXB/HapLCqiOJKWBuPLzcv8a9mKzO6Q5cd1HTt2Jvc8NdOj7q7FXGGku5B2W8hajfjEpDZfPjzSUkPu98OfLqZNJ1bXw8amujut8UtuzBsP9avh5xdun6p7mBzqjUSgUCsVMoQONQqFQKGYKHWgUCoVCMVPMlUYT5uSFh3v7cjlrNtRPJu2FRjF53j7v/DimSz3DU/ujPPjAk5y9x3qLMubfXaGYNqfxsyTFVlnLMmY7LJCm5E4Z0w1ZI2LNivuzyMUF+fUhYOsoDpGTxNVfyt4+tOX5DBa5zobPl+qsOAQ/kMvdjrzgfL7p85GcNTWXrKoYQ9LQuP9P+a7UAPySPEB5U/6euivyBtq/KtdfelUuL1FdUIE0HtYw/SV5wk6b+uGQ5sT9c1J1ID5rRHRBuc6Ef9+s8fD+QKDfd8qrkPvTcN0c1/VtbtP65AVIxwu57m9falAhPd8s9mpjzWaOoDMahUKhUMwUOtAoFAqFYqbQgUahUCgUM8VcaTS4uyn5Amk2XCdDMcugJWOaVom8jhYo6M3tZUjTGdbl+lYvu19EyluJYsQ2eU95LVkX0KY6E5/aS3DMnzUar0l8j2K2sr0NwFZMpElYOe13rECuX9pkkUPS8iZ52VEdiUWXlzUpWOyFRhoM1Rk5bK1Fy3n/zFmD4bqdIWtmFIJnTYivb79OdTEtOj+24qL9e02qk6K6KduXN0yfNCu/Rtefvg+W5Pj3ERSn0zgd/v048gCD87LfjbdH/aP4/Ork9cb9YHZI0+W6Fvq9cn8aizQP9kpL/d5Jsw3z6ni4nwz306LnXUoDzuu3M0fQGY1CoVAoZgodaBQKhUIxU+hAo1AoFIqZYq40GmtlWf6BYsKpnt0Uw7XrMsab6k/DdTncb2JNHt/uUt59X/KQYtSpHucuxWS5fwelwbP3GPd7Yc3DprKhIaXxs2bAdTOs+QQ5dTUpzYLOx+ln97sJrez3Gr+cXQfQr9Mf2IqK6mh6S3J5wHVEdH0tn+tmaP8cEk8dn86Prajo/Lx90gBYo2LvN2qnwvdPaYv67ZCXGddp9GuSV+5I0c5p0/1P/W6sLtV1sEbCvxeXRUa6HndIU6G6lIDr7PK8vwjhzq5cnb3NeH3WYPh5wuuTl5mVp6EsSdGU62J4f0GF6rioP1He5zlL6IxGoVAoFDOFDjQKhUKhmCl0oFEoFArFTDFXGg0GORoI95/gmCzFRAOKgdrbe3J96o/B3kVWlwpNOA+eOfefof4Zfk3GnFsX5PZ791NdxTWpQfkD6ilvy5huuSyPv1qWQf2yS95TJCoMA8mLjvw++inRSOLuvqxrcOj8dtvy8/P589c5HMrzWahITa1coO+LzMp2W1L06nXpfmINhTSPXpfNy5AN1ri4n4/P73XyenKdDXu9MfI0ov6C/AN7sbH33N0PUt0YSSDLP6A6sCbdTxV5fb09uf6gLr9/h7z/3A35gUOqe7N35e8h1d+FNZAiaSbFnH5VOXUoIdfZcP8Y7k/FmjKD6/Bofa7Lsfn5RMvBXmtzBJ3RKBQKhWKm0IFGoVAoFDOFDjQKhUKhmCnmSqMJqzImG+b0m2DNhL2IbOIpbyAqowl5/fUVQYOyjEHbu+StRv0quG5nUJfbt8+TV9eajFFfXpF5/11fft6CI/e/XJTns0p8kQpDbNI0BlQoUiGRoB1QXj8V0vzAWRfcJQ1mo0B1EHR8Ph/WjMoexcQJtYL8QutF+X0OSGPablP/n778fnxXnv+gQ15TPY7x0wlx+x6fvciyNRmuk+G6Ka5j4uVOX55Q4LGXnVzuV+l8aH+dc/LzBx71U1qW17fsshcb/f5W5f4q5H3m7lG/GmQjpamSZhJwP6sL5+T63M+GNWPSfPMkO94+IM3WJs05LOfUDXHdH4P658wTdEajUCgUiplCBxqFQqFQzBQ60CgUCoVippgvjYby6lPeSlynwj27uY6mLmOi1kBqGpyXzt5n/qL0OrL73MOcYrjcc5w0JHsgo7rFbcnbTbn+W9vS3Cug/i+uKz9PtyK3bw1kzLfoyhgzaywDarDikQbUG1K/HNJQ3tyU51soyO3bTcrzpyC3W5TX0+/L45UXsmPUG/ZC5vI8DOh4fo80ha78vDZpNKHD/V2oP043u18OazLsrea1slUB1mRKm+R9ZZHGSItLdD+W72Z7mYVUiFTeIO+yPfl79XbYa46vX45XGdfN0O99eH5JcPYqxLL0QhxS3Y97a1vwYFWub/Wo/9WCvJ/ZS869Q95q/LzhOhv2KqPnYVih3w8XguXV7ZwhdEajUCgUiplCBxqFQqFQzBQ60CgUCoVippivoN6PXhc0vO+q4NyvAdSPwqIQvs11NxTT5Lx4qy1jtoM69X+gGL7dzjGjouMFFINO9ajvUF1Ci72ZsmP0PmksrKkw5zqWPm0/JA2iTXUmJS9bU0nVnXDhB32cIdVNheQNxt5nIe3PpuvDmpbjBJnL+XpYpLmEBdqeX9Oo7obPLyjw5ydNkrzFbOrv01lnzYfWp/4unXW+/pJy/59iT57/sEia1EAuL+zK+3/nQamRedVsb7ziltQsmlfk/b7wlty+sMXeYHJ5+5Ksiypuknca98Mh+A+cl3/gOqhAarb8e2bYfVlXxxrUkOrynA5rOOSFR5oTa9B2J7vO7CyhMxqFQqFQzBQ60CgUCoViptCBRqFQKBQzxVxpNPYS143I5eGA8vo9ikGzBkN551xHk+o/YbHXkzwBp0fbMygP3gqoruFt6W3Uuijz9FNgLzDSAAqF7B7hXOdSJS8w9hZjzl5gRarbSW1PmsaQ6lCcCsWYyesr4PVL8nissXDdy8CX2xdLMkZfov41XDc0oH4/rAlZRfr+6fxYU7KoDiksUt0SXS93m45fps9bk9sXdinmT5pKQD+PhVukYbH136LcfrCQ7eVWqJPmR7/Xbp36Cd2hujOqOylt0f3F/V/o92t15PdbLJKm0afrT+dvd+l5QvvnOjr+/Qes+XA/JfZGpP1727KQijUkPp9Ufy7SZFL9uuYIOqNRKBQKxUyhA41CoVAoZgodaBQKhUIxU8yVRjO8KPu/2Dstwa2UBlMiTv0cSvLjubtyf6ntyTuJvZoYYYG8sdZk3rzDdTYUw67ckTHY3fvJq61J/T9o+6Yn6w6a3KOeetizxsCaQgoDudyrkxdcj67v21T345EmQF5hYO+2LtcZyOvRIQ0hpDofqyw/X79HdVGk6bAGFpBmEw7pfqPrAVrukcYyWOTCGDr8gOtsqG6Hvj+nw/1s6HTk7YzCHi1nqyzWLGh/1H4oVbfjl8jrbJO88ZbYu5A0PdJAWdMMyAttWCNvMXoeuPvy/mTNg73V7CbdzyvklcdeYvQDtHLqwljDCUC/7yL9fu7ILyxYlBop1+0F9PwJqd/NPEFnNAqFQqGYKXSgUSgUCsVMoQONQqFQKGaKudJoOAbJ/R9AXljWPmk4XMcykEHrwYUlwb23tgRnzSYoyOP1F2XMn72euI7BGmZf3n6NY8iZq6di9qA6DNZEnHJ2nU3AIWbSHKxK9vZuSX4//gJ9Xi7DKGXXIfk1/gNpIHQ8u0L9fXLqihgu1bk45JXWG0z383Auyhh+mep2urS/dldqDv6AvOZIExouyeO1SAOxW3S/1un6tUjjIW9Al/rjOF2qi6L9sTfboCo/X+BS3RB7e5FmFnhy/cXX5Am2rkjNgs/PqVHhEIHPh+teQo/qiKrZ3z8vH5ZJA6L+QG5bXjBev7eyJtdvUd0NpEjWX5XXo7BFItocQWc0CoVCoZgpdKBRKBQKxUyhA41CoVAoZoq50mhwe0PymqxLSRWScP+S7R3JN8ir7J7LcjlpMiBvJfZKKt+Smox9Vx7PK1Ddy4KMoXYvy8/T45g318Fw+xluf+HyBrTYzdZEAi6k4BA3Lfc88qIiTWPAGhItZ++ylNUc99uhOoVCgTUV+flrJRIdCNxvp+RKTafiUd2T/PpQIE3HJZGiO6Tvn86fvdUYrMmEneyfZ0pDa5PGU6PrTXUdRerv0jlP3/ce1amQhlMgay2uq0nVldD95Vfk8bmubECanz2g+6lP93/APxiGPL8+9Zvi3xdrRoPFbE2JNSCuC+qTN5xHGoxfyfausyvyfPn4fo0+zxxBZzQKhUKhmCl0oFEoFArFTKEDjUKhUChmivnSaNZXBeWI63Bd9qtxdihIvCi9iuyOjNmz95DVlnnnw1VZyBFQXr3NokJRxkS5v4a/LIP83r6sqyg02Xsruwc5ax6sYdgF1kDIq4sLZ1ij4f3R8Zjz/q0+vbewZkPH44/Ln94iDabAmgrVqSywxkIo0vd/vSrrqMqO3F9AZ9T05fe91ZP3292W1OD61B9nb1t6UXm35P6sEmkkVPfC/Wf6daqjIe80v5d9P3Hd1mCZNAPqf1P9CfXvqVKdTpM0icVsjcehOhOHNBj2QgOV1bHVmENeaqxxlO7K3/tgUV5/1lDcdrYXW3GTNEFazpqJTZqSQ/1k3CZpzvQ8SfXD4edTN6df1hlCZzQKhUKhmCl0oFEoFArFTKEDjUKhUChmirnSaIIq9eje3BfcTvXMpv4TVamJDFeoDodFgR55q1HM1Kam6twDHKTphA7FVLtSUxhST/NhKk+f6jSW5PmxJrKy1MxczpoG13FwHcpiQV7PHnm19Xh70ly6azIm7ZH3WIXqXIJAvuesLEjNreySpkUNUy6U5f1Rc2UMvu5IUWBAosSaJ7fvUaHHm70lwXcCKqwh9EiTaTXpft6i+4de8ypvUf+fFsX8qd2IQ/176OOjQHUwIR2vfVl+/6VVeb3KRXn/bS/I31PpNfJqK9PxSANKaQ50vjZ7u62QBkVlQy55nVlD6mdDdS2lt6U3IiDvV64DGpLXYeVteT38ivw+vX1aTv2UCqTR9Nbk/dRZk+vz5ytuywvA/bL4+TJP0BmNQqFQKGYKHWgUCoVCMVPoQKNQKBSKmWKuNBp7T8aIA/IiswaUJ+5x/xM5bvqLMobsbVEiP9XB2DsyZh+SVxnvP69fjnNnW/DuB6XXWm+ZNKOCjOG6KW8xuZw1mSJpMlyHVPGoToS2Z03GI2+vouNnLt8qShFhsSKD8AuF7DqXixXqmU7nd72yKc+HgvZ1V2o8AYkSrFHd6i8J/g+78vtpDeT9sdeV9+OQ6pK6HfKiIs3BozoXu5ddZ+KRpOD0SJMgrzybLq9NdSXsjeW0SSOk/jBD6k+EDosukg5q8g+VW7R/6jfE/WzY64s1HC60cnrkTTjgujBJ+6vy/nSo7qS4I7+voECa5y15f7bvXZb769D33ZT3p7svNUru3+S1qX8N96PZoQtCZUaWN7/zhvk9M4VCoVD8VEAHGoVCoVDMFDrQKBQKhWKmmCuNJizJvPTQ47oTyqsvydPnuhu3STFzqoNJaT5bUlOxCtnrd67KoLO3Sz3iH5Uxf475+iQBudRfpEYah011K7Ui1aWQpsF1KLycUSKvr3pBHp+9wMokCnR8eb34fB9YvCv4laK83s2h1NR4+5Itj1+h43MdzJ2+/H5ea68I/mZTeuftd6QG4/vUv4Xqgva2yFuPNDV0ybtKLk1pMKxBdFflH5ZfkZ+/X5Of16G6i2GZ60Lk/os7cnnrjrz+7JxVaHK/FNKM6APy+fRZUyKJ0+3Q/kiD4Dog1mRYg2JYAZ+/vH6FbapbK8gD9q6Q1yJpRAPqb8N1PEFBakRcZ+TtkabTIW8zej4OquTN1qJCozmCzmgUCoVCMVPoQKNQKBSKmUIHGoVCoVDMFHOl0fg1GSPmfg0cMx1QnY3d7mfy/jkZU/crMoZfaslChu512R8n1R+DYXFdA3kb1UmDoqvPdTHdgVxhqSw1k4cW7wh+pye9qC6UZN7/G+0lwaue1HiaA3n96568HstUp/Keojz+kN5bWr7c37mC1NAqDmlMJFIMKSjPmksvkNdnk/rDMO605fZ7bbp/qN8OW+Ptbcj9Wz0ZZA/o9vC2qa6qz3U0cn035W1GGsr57LqLYZHqUFjzyAnhl29TfxPu/0Kvpawx8mvrkDVIqhMKSDPiuprKHXkC7B2WquOpyBOoviUvsLtJdXpV8jrL8S7rXpEay8IN6TU4XJDbty/J+4s1F3BdE2s+pMGVX90QvF9fEzxQrzOFQqFQvFuhA41CoVAoZgodaBQKhUIxU8yVRuO0qO6jLE8vpKB54bYsROheXhS8/L1bgtt18qqiOhz45H10W8ZguxelBsJ5/IOa3F/ltT1aviS4J3ePal1+nnvqsqe9S15nl4o7gi9SELxOfJH7tZDmsj2QGkSVNJRtaoiyT/1ZuE5nwZXbv9I8L/jVsqyjeb0jvaO4/8xGV17/rY48n92WPJ9em+p6XNZgSBPpsQZgZfMqiRhcN0OvcYMFeTz2Ogup7oI1i/ZFubzyttyf18/uX1PY5/4tcjn3U+J+OLw+1+W45MXWr9L+SJNibzauK2FNhr3bvF3uDyN/34FLXwB9vlR/nI6836y+5AWqcwnJW8wK6Pya8oL5FepPQ3U7To+/ELk/7rfldOXzoPi21EDnCTqjUSgUCsVMoQONQqFQKGYKHWgUCoVCMVPMlUZjN6WmEBZlTJ5jnNYS9auhvHr/qswz7y9R/xmK+Q7uOSe4d1PmrTvLpElQ3jqP2sMFOt6A6x7k+tyvZbUoNZurJalprLhS5LlSkP1aHLogXfICqznyejtUmLDmSo3p/tLbgu9ToUSHgvas0Ty++LrgGwP5/d6/IL3QuE5mpSA1pa2SFCF2FiS/tS81uyp5w9UK2V5x2135+Tb3pIbV75AXXlHGzIcX5f5D0nC65N1nUb+aAnmRFeTXgQFpIN01+f05nez+LgFpONzvJn2/sqYkt/e26X5bkb8IageE8h26XuQFyJpHb4l+b9Q/x21n17kN6Pfr7srvh+tgQtJ4WMMZLMr73aE6u+KW3H+fvNBS57eY7ZXG/WtKb5NZ3jCnzu8MoTMahUKhUMwUOtAoFAqFYqbQgUahUCgUM8VcaTQW1bFYvow5ct44m1FxT21rKGO8hV3qL7EiY6Lenly/9eglwYt3qT9MX56v3ZV1FYMVCoITfKqrqHhSo/G4IQfhgrcrOHuDdUMZc/5+56Lga1TIU6Ug/ht96fW25sk8fe7/8vTiTwRvk5lVQOf3QPk2LZff55YvNRyP6mq4zqfqUn8aX97eN7dknc5uUa5fJy+5iie/T2tRxsS9ZepPNJDXY2NHnv+wT95opOm4pOH0VuXygLz+QqoL4h7yXMezf537o5Cm02XvLclLG9T/hepSOqvZ7619KZmhsCu3Z82pZcnvr7BPzwOqO0l5EVIdys6DUqOpviWvd14/l9Dh608aFK3vNOX9VdxgszdJWUNO9aOhup3OFXl/ld/kBkfzA53RKBQKhWKm0IFGoVAoFDOFDjQKhUKhmCnmSqPhhh5BUZ4ex2Ddbaq7obqE7nnSSNgrbY9i8BTz7azK4weejPEWN8isibyTUnnw3MO9JGPIlytSc3moIutWGDVbfv4Fq3/Imgb3LXH/GIrBU8MSXv7j/rpcTg1VlhwZI24FslCI63gWSRPi5R6Zaw3IDMvz5HL2blsifr0m64z2B7IOyydRgzUjRtmV949NdUv7Rbm83aafG92P/hrdjy25fu8CLWdvtYq8HoXbcvv+KmmgfaoT6fH9Kk+3v0j9dMjqrUf9czrnSUOi69O6SP1j3iCvNu5n06XlVFcyWJDXY1BhbzO5v/4iaWJUp1N9jZ5HOd5mRapraT5QRxYKu+SdRnVGwxLX8cjz6a5RvxrSpOYJOqNRKBQKxUyhA41CoVAoZgodaBQKhUIxU8yVRhPuyboOd0PG+IfLUnPpr0vvKZfy1tmryV+gcbVJ/TYoxlnelDHUVB0P97cIiDvZMX6WAMoOnT/V0VwvSC+wc6SJ1EhjoZbkICsr7JMmwpoM172sONRAh9AO5fe1ZEuNZB8y6M77C2x5vDvDmuALpAmxNxvXDbU8eT5cl8N1Poz9odRwbrRlXVE/kEH1ji+P7zikKVZIA6O6Gg6xs+bibsqfq3+ORBL6vvvn5PHsjjxe8S5rNHL7nMuDAtWdDRaorq3J3mXZXmmdc6ShUv8c1lhYA+1X5QqsKbkd7q9DXm70g2ENyKb1uXCme1neX3w+haa8HzrnqF8S7d9tcR0NXd99uby/ll23d5bQGY1CoVAoZgodaBQKhUIxU+hAo1AoFIqZYq40GqsuY/JBOTtI7O2Tt9WKjMlzP4hhScbcuec3exeleqRTXrtFPdVB+/P2ZQzdpzx/HuYfWXhT8M9UfiD4miO3r9tS8+iF8nhDCvp7lty+Hcrr9xb157kbyutf4sIJwg+7FwRfcqRGszOUMeTNoYxpl6gOqEvHvz1YEpz76dRsWZdzztnL5AzWeLbo/GpU97PlS43wQknuf7kozb2+d/e8PCDVifi+/H4qJXn/7teo/1JXni/D3aLlpOF019lLMFtj4X42KU2IykZIMkR5g+tksutyeHm6Lo28xuTlSXEnu8wMTp80v1V5/Yo78gPtXyWNhT4v9/dhDbhym7wRa/Jx3D4v91+5S/1wKuRtuELPlzmCzmgUCoVCMVPoQKNQKBSKmUIHGoVCoVDMFHOl0XTvPSf4oCZjjlzHkuppThqKTz3AefvOOakBFLnuJeUdJJf3VuT+F34i60K6l6QmMeCYc1mKQOuujPHXyTttP6C8+lBqIC+TdxeDvcf2A9mf5ZWu7FezOZAaxOXijjw/0mC2SbN4syf3P6T3mjppLNu+vF7sNcbbV2yuOwozlzMcqlPiuqVdOp/mUF4/Rmco76fukOqUhtQPiTUWLtPws73XrG3ucZ/dX4b3z8tZU3GpfUpKk6E6FV7OmgVrnlyHk/L6KtLvhepI+lS3w193+a7cPz8v2uvZdUSssbQu0PWm13T6+lGgOr0h9RPqrFO/Jvr8dDvDJ02mfEd+YK77mSfojEahUCgUM4UONAqFQqGYKXSgUSgUCsVMMVdBPe43E9ry9FiD4R7jvUW5nGOyHvWf4Z7lNtWR9BapH0iN+1EIisKK1Eg6K9QPpEZ1CVUZFH65c1nw1/vSW6tO3mZ/vX+/4EOK4b+yI+s21spSQ1ovSd4hTaE3lOd/t09eToFc/sb+klx/V65/cVlqUH5A3lRD6ic0kPt3KGjNmkXRk6JAySWvOpvuL9qez2e/m63JFFzuEi/R7tH17JAmc1fuP1ggDY40F3tPXo/CbnbdF3vpsebCdSZcx8Lbs2aRAm3gUZ0Zb99bkufPXmTFbfL+on4sg4q8X1jTKG3z9STNh+qESjvkLdeWfP+K1FRS15NuF65z8Vry/LlOqLQpj9e6IL9vi+5Pm+puuH/WPEFnNAqFQqGYKXSgUSgUCsVMoQONQqFQKGaKuQrq7V+TQU6OYaa9xyT3pISBAfWfaZ2X5lKcB89eSNwfwiHNh7dnbyTuKc6FBoEv+Y/aso4oDwHtb0CJ+NdqW4KXHRmEL1PhgcsXGPICt3yKUZNIxZ/22tq24O2BvD6ssSwU5PlUPHm+niPPz7MlLzB3qB8LBfH5/Pl8+uRN16bPz/1nuj5pSuRN5xXl+fQqpNl41A9pUZqLDcpy/92SPB9rwKKKpCyxFO9kaxxcV9KvZ/8enS5paPR04X40/PvgOhT6OlPeZlynwnVqvTrV1ZVI08up4+mTRssaLv2c0GcNl54f7XNyOR+f62Q80qxcqgPcfoh+T/NrdaYzGoVCoVDMFjrQKBQKhWKm0IFGoVAoFDPFnGk05D1EmgnHUDnPv3WZe27LDcjqCwHFxAvb5K1VzPZy4jz6gSwbSXkvFbgdCteBkKZQILMorlvZI28z1iwW6AIu0gkX2YyKsOhKjYC9vnYHUvPiupfVsvRCK7syqM0aB4PrWvjzuVQXU6L98/XzuPCJsO9TXQt7rdH5DIbZQfGA1q9VpOhRKcnvx2KRJAdD0iCxR15c5KWHHmkWVdI46qRZ8O1Pp1e+Tf1g6PfSX+bfo1xe2JH7a1+k/i30ddkD0kBS/V8kZ280/v2yBjwkDYg/vyfLzlL9d1ikZE2LMUz125HLUz9PEoX5+DnWfmcKndEoFAqFYqbQgUahUCgUM4UONAqFQqGYKeZKo+mtUV1DgfLWO9wjnOo4KjIm3adh1L0jY9j+klx/QDFVm/p1BGXOu6eYMtXFMO+uy/O5eEHWmVyifi/LriwMujOQPejvdKUodN/CXcHXPSkKlSxK/CcMWAQj3OxJ77WtUPZrubq4K/gj9bcE5/4vbSqc+ElL7n+1KD8/a0ZcF5PyPqMgN38+B/J8yo7UnLg/TcvP9j5jBMukSeRoRi5pUNxPh8+/TprbPhWWsXfdVl/2C/rBtqzb4jolVhi2mtSfZ0Fyqyw/X0h1M4OePH+fvMr8RXk9rJ7cPlyVIkzYko8vt0n7q8nPY9PzI/CoP9AqaVr0/Ci9LfffW6XnVZnOn+uaSMOxaTk/72z+/PTzDGrk5bc7V49zAZ3RKBQKhWKm0IFGoVAoFDOFDjQKhUKhmCnmKqgXFEkDKVL/Bqp7satSc3AduT73aPcpZm5RXn5YoO1LpBFVsutOhk3uKZ6dx3+uLDWIIjUEYQ2hSIUDda+buZw1mRLtn2P+w5z3DtZEWGNYLsq6GT6el/JSk+D+OKxpsCYxZLM5AnvB8fH583OdUd71yPs8vH/2muPvl1GhOijWtPjz8/nsBFJz6pMZ1sCXPNWfh34/g3724yLsUP8U1ihYskjVxdHvv0rXx6f+NaTJhDZppnT8cE1ez26FvMxIwwGXIZEmU9yQ63cvZmsswwo9X6jfEBwuxKELdE5qVNam1AxZ85kn6IxGoVAoFDOFDjQKhUKhmCl0oFEoFArFTGGF4XT+SgqFQqFQTAOd0SgUCoViptCBRqFQKBQzhQ40CoVCoZgpdKBRKBQKxUyhA41CoVAoZgodaBQKhUIxU/z/p1EZ7BK0vIcAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -725,14 +708,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -757,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -774,7 +755,7 @@ "" ] }, - "execution_count": 21, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -786,7 +767,7 @@ "\n", "# Mel-scale spectrogram\n", "mel_spec_x = librosa.feature.melspectrogram(\n", - " x/1.0, sr=f_s, n_mels=40,\n", + " y=x.astype(float), sr=f_s, n_mels=40,\n", " n_fft=n_fft, hop_length=hop_length\n", " )\n", "log_mel_spec_x = np.log(mel_spec_x)\n", @@ -805,24 +786,24 @@ "output_type": "stream", "text": [ "Reading: audio/hello2.wav\n", - "Alignment cost: 0.6059\n", - "Normalized alignment cost: 0.00317223\n", + "Alignment cost: 0.6026\n", + "Normalized alignment cost: 0.00315490\n", "\n", "Reading: audio/hello3.wav\n", - "Alignment cost: 0.9529\n", - "Normalized alignment cost: 0.00427302\n", + "Alignment cost: 0.9480\n", + "Normalized alignment cost: 0.00425129\n", "\n", "Reading: audio/bye.wav\n", - "Alignment cost: 0.6545\n", - "Normalized alignment cost: 0.00404026\n", + "Alignment cost: 0.6532\n", + "Normalized alignment cost: 0.00403213\n", "\n", "Reading: audio/cat.wav\n", - "Alignment cost: 0.5685\n", - "Normalized alignment cost: 0.00477716\n", + "Alignment cost: 0.5645\n", + "Normalized alignment cost: 0.00474334\n", "\n", "Reading: audio/goodbye.wav\n", - "Alignment cost: 0.8341\n", - "Normalized alignment cost: 0.00473900\n", + "Alignment cost: 0.8344\n", + "Normalized alignment cost: 0.00474108\n", "\n" ] } @@ -838,7 +819,7 @@ " print(\"Reading:\", neighbour_fn)\n", " f_s, y = wavfile.read(neighbour_fn)\n", " mel_spec_y = librosa.feature.melspectrogram(\n", - " y/1.0, sr=f_s, n_mels=40,\n", + " y=y.astype(float), sr=f_s, n_mels=40,\n", " n_fft=n_fft, hop_length=hop_length\n", " )\n", " log_mel_spec_y = np.log(mel_spec_y)\n", @@ -897,7 +878,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -911,7 +892,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.9" } }, "nbformat": 4,